{"id":95270,"date":"2026-08-16T16:57:06","date_gmt":"2026-08-16T08:57:06","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/95270.html"},"modified":"2026-08-16T16:57:06","modified_gmt":"2026-08-16T08:57:06","slug":"python%e8%ae%a1%e7%ae%97%e4%bd%93%e5%bd%a9%e5%a4%a7%e4%b9%90%e9%80%8f%e4%b8%ad%e5%a5%96%e6%a6%82%e7%8e%87%e5%8f%8a%e7%9b%b8%e5%85%b3%e5%88%86%e6%9e%90","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/95270.html","title":{"rendered":"Python\u8ba1\u7b97\u4f53\u5f69\u5927\u4e50\u900f\u4e2d\u5956\u6982\u7387\u53ca\u76f8\u5173\u5206\u6790"},"content":{"rendered":"<p>### Python\u8ba1\u7b97\u4f53\u5f69\u5927\u4e50\u900f\u4e2d\u5956\u6982\u7387\u53ca\u76f8\u5173\u5206\u6790<\/p>\n<p>#### \u6458\u8981<\/p>\n<p>\u672c\u7814\u7a76\u65e8\u5728\u6df1\u5165\u5256\u6790\u4f53\u5f69\u5927\u4e50\u900f\u4e2d\u5956\u6982\u7387&#xff0c;\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u79d1\u5b66\u7406\u6027\u7684\u51b3\u7b56\u4f9d\u636e\u3002\u901a\u8fc7\u8fd0\u7528Python\u7f16\u7a0b\u8bed\u8a00&#xff0c;\u6784\u5efa\u5927\u4e50\u900f\u73a9\u6cd5\u6a21\u578b&#xff0c;\u7cbe\u786e\u8ba1\u7b97\u5404\u7c7b\u5956\u9879\u4e2d\u5956\u6982\u7387\u3001\u8fd4\u5956\u5229\u4ee5\u53ca\u671f\u671b\u503c\u7b49\u5173\u952e\u6307\u6807\u3002\u7814\u7a76\u7ed3\u679c\u8868\u660e&#xff0c;\u4e0d\u540c\u5956\u9879\u7684\u4e2d\u5956\u6982\u7387\u5dee\u5f02\u663e\u8457&#xff0c;\u4e14\u6295\u6ce8\u65b9\u5f0f\u5bf9\u671f\u671b\u6536\u76ca\u5f71\u54cd\u660e\u663e\u3002\u4f8b\u5982&#xff0c;\u4e00\u7b49\u5956\u4e2d\u5956\u6982\u7387\u6781\u4f4e&#xff0c;\u800c\u8ffd\u52a0\u6295\u6ce8\u5728\u7279\u5b9a\u60c5\u51b5\u4e0b\u53ef\u63d0\u5347\u8fb9\u9645\u6536\u76ca\u3002\u57fa\u4e8e\u6b64&#xff0c;\u8d2d\u5f69\u8005\u5e94\u7ed3\u5408\u81ea\u8eab\u7ecf\u6d4e\u72b6\u51b5\u4e0e\u98ce\u9669\u504f\u597d&#xff0c;\u5408\u7406\u9009\u62e9\u6295\u6ce8\u65b9\u5f0f&#xff0c;\u907f\u514d\u76f2\u76ee\u8ddf\u98ce\u3002\u672c\u7814\u7a76\u4e3a\u8d2d\u5f69\u8005\u7406\u6027\u51b3\u7b56\u63d0\u4f9b\u4e86\u6709\u529b\u7684\u6570\u636e\u652f\u6301&#xff0c;\u6709\u52a9\u4e8e\u4fc3\u8fdb\u5f69\u7968\u5e02\u573a\u7684\u5065\u5eb7\u53d1\u5c55\u3002<\/p>\n<p>**\u5173\u952e\u8bcd:** \u00a0\u4f53\u5f69\u5927\u4e50\u900f&#xff1b;\u4e2d\u5956\u6982\u7387&#xff1b;Python&#xff1b;\u671f\u671b\u503c&#xff1b;\u7406\u6027\u8d2d\u5f69<\/p>\n<p>#### Abstract<\/p>\n<p>This research aims to deeply analyze the winning probability of the sports lottery Super Lotto, providing a scientific and rational decision-making basis for lottery buyers. By using the Python programming language, a Super Lotto game model is constructed to accurately calculate key indicators such as the winning probability of various prize levels, return on investment, and expected value. The research results show that the winning probabilities of different prize levels vary significantly, and the betting method has a significant impact on the expected return. For example, the winning probability of the first prize is extremely low, and additional betting can increase the marginal return under certain circumstances. Based on this, lottery buyers should reasonably choose their betting methods based on their own economic conditions and risk preferences, avoiding blind following. This study provides strong data support for lottery buyers to make rational decisions and helps promote the healthy development of the lottery market.<br \/>\n**Keyword:** \u00a0Sports lottery Super Lotto; Winning probability; Python; Expected value; Rational lottery &#8211; buying<\/p>\n<p>#### 1. \u5f15\u8a00<\/p>\n<p>##### 1.1 \u7814\u7a76\u80cc\u666f<\/p>\n<p>\u4e2d\u56fd\u5f69\u7968\u884c\u4e1a\u81ea20\u4e16\u7eaa80\u5e74\u4ee3\u4ee5\u6765\u7ecf\u5386\u4e86\u5feb\u901f\u53d1\u5c55&#xff0c;\u5df2\u6210\u4e3a\u793e\u4f1a\u516c\u76ca\u4e8b\u4e1a\u7684\u91cd\u8981\u8d44\u91d1\u6765\u6e90\u4e4b\u4e00\u3002\u7136\u800c&#xff0c;\u968f\u7740\u884c\u4e1a\u7684\u4e0d\u65ad\u6269\u5f20&#xff0c;\u5176\u8fd0\u4f5c\u65b9\u5f0f\u548c\u900f\u660e\u5ea6\u4e5f\u5f15\u53d1\u4e86\u516c\u4f17\u7684\u5e7f\u6cdb\u5173\u6ce8\u4e0e\u8ba8\u8bba\u3002\u7279\u522b\u662f\u5728\u8fd1\u5e74\u6765&#xff0c;\u798f\u5f69\u9ad8\u5c42\u5fcf\u6094\u89c6\u9891\u7684\u516c\u5e03\u8fdb\u4e00\u6b65\u66b4\u9732\u4e86\u884c\u4e1a\u5185\u90e8\u5b58\u5728\u7684\u95ee\u9898&#xff0c;\u4f7f\u5f97\u5f69\u7968\u884c\u4e1a\u7684\u516c\u4fe1\u529b\u9762\u4e34\u4e25\u5cfb\u6311\u6218[[doc_refer_4]]\u3002\u5728\u6b64\u80cc\u666f\u4e0b&#xff0c;\u4f53\u80b2\u5f69\u7968\u4f5c\u4e3a\u6211\u56fd\u5f69\u7968\u5e02\u573a\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206&#xff0c;\u5176\u73a9\u6cd5\u8bbe\u8ba1\u53ca\u4e2d\u5956\u6982\u7387\u5206\u6790\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\u3002\u4f53\u5f69\u5927\u4e50\u900f\u4f5c\u4e3a\u4e00\u79cd\u5e7f\u53d7\u6b22\u8fce\u7684\u5f69\u7968\u54c1\u79cd&#xff0c;\u5176\u89c4\u5219\u590d\u6742\u4e14\u5956\u9879\u8bbe\u7f6e\u591a\u6837&#xff0c;\u5bf9\u8d2d\u5f69\u8005\u7684\u7406\u6027\u51b3\u7b56\u63d0\u51fa\u4e86\u8f83\u9ad8\u8981\u6c42\u3002\u901a\u8fc7\u5bf9\u5927\u4e50\u900f\u73a9\u6cd5\u53ca\u4e2d\u5956\u6982\u7387\u7684\u6df1\u5165\u7814\u7a76&#xff0c;\u4e0d\u4ec5\u53ef\u4ee5\u5e2e\u52a9\u8d2d\u5f69\u8005\u66f4\u597d\u5730\u7406\u89e3\u6e38\u620f\u89c4\u5219&#xff0c;\u8fd8\u80fd\u4e3a\u884c\u4e1a\u76d1\u7ba1\u90e8\u95e8\u63d0\u4f9b\u4f18\u5316\u653f\u7b56\u7684\u7406\u8bba\u4f9d\u636e&#xff0c;\u4ece\u800c\u4fc3\u8fdb\u5f69\u7968\u5e02\u573a\u7684\u5065\u5eb7\u53d1\u5c55\u3002<\/p>\n<p>##### 1.2 \u95ee\u9898\u9648\u8ff0<\/p>\n<p>\u5c3d\u7ba1\u4f53\u5f69\u5927\u4e50\u900f\u5728\u5f69\u7968\u5e02\u573a\u4e2d\u5360\u636e\u91cd\u8981\u5730\u4f4d&#xff0c;\u4f46\u76ee\u524d\u8d2d\u5f69\u8005\u5bf9\u5176\u4e2d\u5956\u6982\u7387\u53ca\u6536\u76ca\u5206\u6790\u7684\u8ba4\u77e5\u4ecd\u663e\u4e0d\u8db3\u3002\u7814\u7a76\u8868\u660e&#xff0c;\u8bb8\u591a\u8d2d\u5f69\u8005\u5728\u9009\u62e9\u53f7\u7801\u65f6\u5b58\u5728\u660e\u663e\u7684\u6709\u610f\u62e9\u53f7\u884c\u4e3a&#xff0c;\u8fd9\u79cd\u884c\u4e3a\u5f80\u5f80\u53d7\u5230\u8d4c\u5f92\u8c2c\u8bef\u7b49\u5fc3\u7406\u504f\u5dee\u7684\u5f71\u54cd&#xff0c;\u5bfc\u81f4\u6295\u6ce8\u51b3\u7b56\u7f3a\u4e4f\u79d1\u5b66\u6027[[doc_refer_8]]\u3002\u6b64\u5916&#xff0c;\u7531\u4e8e\u5927\u4e50\u900f\u73a9\u6cd5\u6d89\u53ca\u524d\u533a35\u90095\u4e0e\u540e\u533a12\u90092\u7684\u7ec4\u5408\u8ba1\u7b97&#xff0c;\u5176\u603b\u6837\u672c\u7a7a\u95f4\u5e9e\u5927&#xff0c;\u666e\u901a\u8d2d\u5f69\u8005\u96be\u4ee5\u901a\u8fc7\u624b\u5de5\u8ba1\u7b97\u51c6\u786e\u8bc4\u4f30\u4e2d\u5956\u6982\u7387\u3002\u56e0\u6b64&#xff0c;\u672c\u7814\u7a76\u65e8\u5728\u8fd0\u7528Python\u7f16\u7a0b\u8bed\u8a00\u6784\u5efa\u6570\u5b66\u6a21\u578b&#xff0c;\u7cbe\u51c6\u8ba1\u7b97\u5927\u4e50\u900f\u5404\u5956\u9879\u7684\u4e2d\u5956\u6982\u7387\u53ca\u76f8\u5173\u6307\u6807&#xff0c;\u5982\u8fd4\u5956\u7387\u3001\u671f\u671b\u503c\u7b49&#xff0c;\u4ee5\u586b\u8865\u8d2d\u5f69\u8005\u5728\u5f69\u7968\u5206\u6790\u9886\u57df\u7684\u8ba4\u77e5\u7a7a\u767d\u3002\u8fd9\u4e00\u7814\u7a76\u4e0d\u4ec5\u6709\u52a9\u4e8e\u63d0\u5347\u8d2d\u5f69\u8005\u7684\u51b3\u7b56\u7406\u6027&#xff0c;\u8fd8\u80fd\u4e3a\u5f69\u7968\u884c\u4e1a\u7684\u89c4\u8303\u5316\u53d1\u5c55\u63d0\u4f9b\u6570\u636e\u652f\u6301\u3002<\/p>\n<p>##### 1.3 \u7814\u7a76\u76ee\u6807<\/p>\n<p>\u672c\u7814\u7a76\u7684\u4e3b\u8981\u76ee\u6807\u662f\u8fd0\u7528Python\u7f16\u7a0b\u6280\u672f\u6784\u5efa\u4f53\u5f69\u5927\u4e50\u900f\u7684\u73a9\u6cd5\u6a21\u578b&#xff0c;\u5e76\u57fa\u4e8e\u8be5\u6a21\u578b\u8ba1\u7b97\u5404\u5956\u9879\u7684\u4e2d\u5956\u6982\u7387\u4e0e\u671f\u671b\u503c&#xff0c;\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u79d1\u5b66\u7684\u7406\u6027\u8d2d\u5f69\u4f9d\u636e\u3002\u5177\u4f53\u800c\u8a00&#xff0c;\u7814\u7a76\u5c06\u9996\u5148\u5bf9\u5927\u4e50\u900f\u7684\u524d\u533a\u4e0e\u540e\u533a\u7ec4\u5408\u8fdb\u884c\u6570\u5b66\u5efa\u6a21&#xff0c;\u786e\u5b9a\u603b\u6837\u672c\u7a7a\u95f4\u5e76\u8ba1\u7b97\u603b\u4e2d\u5956\u7387&#xff1b;\u968f\u540e&#xff0c;\u9488\u5bf9\u4e5d\u4e2a\u5956\u9879\u5206\u522b\u8ba1\u7b97\u5176\u4e2d\u5956\u6982\u7387&#xff0c;\u5e76\u7ed3\u5408\u5956\u91d1\u8bbe\u7f6e\u5206\u6790\u8fd4\u5956\u7387\u4e0e\u671f\u671b\u503c\u7684\u53d8\u5316\u89c4\u5f8b[[doc_refer_11]]\u3002\u6b64\u5916&#xff0c;\u672c\u7814\u7a76\u8fd8\u5c06\u63a2\u8ba8\u4e0d\u540c\u6295\u6ce8\u7b56\u7565&#xff08;\u5982\u8ffd\u52a0\u6295\u6ce8\u3001\u590d\u5f0f\u6295\u6ce8\u4e0e\u80c6\u62d6\u6295\u6ce8&#xff09;\u5bf9\u4e2d\u5956\u6982\u7387\u4e0e\u671f\u671b\u6536\u76ca\u7684\u5f71\u54cd&#xff0c;\u4e3a\u8d2d\u5f69\u8005\u5236\u5b9a\u6700\u4f18\u6295\u6ce8\u65b9\u6848\u63d0\u4f9b\u53c2\u8003\u3002\u901a\u8fc7\u4e0a\u8ff0\u5206\u6790&#xff0c;\u672c\u7814\u7a76\u671f\u671b\u80fd\u591f\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u5168\u9762\u7684\u6570\u636e\u652f\u6301&#xff0c;\u540c\u65f6\u4e3a\u5f69\u7968\u884c\u4e1a\u7684\u5065\u5eb7\u53d1\u5c55\u8d21\u732e\u7406\u8bba\u4ef7\u503c\u4e0e\u5b9e\u8df5\u610f\u4e49\u3002<\/p>\n<p>#### 2. \u6587\u732e\u7efc\u8ff0<\/p>\n<p>##### 2.1 \u7406\u8bba\u57fa\u7840<\/p>\n<p>\u6982\u7387\u7edf\u8ba1\u7406\u8bba\u4f5c\u4e3a\u6570\u5b66\u5b66\u79d1\u7684\u91cd\u8981\u5206\u652f&#xff0c;\u5728\u5f69\u7968\u5206\u6790\u4e2d\u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u4ef7\u503c\u3002\u7ec4\u5408\u6982\u7387\u8ba1\u7b97\u662f\u7814\u7a76\u5f69\u7968\u4e2d\u5956\u6982\u7387\u7684\u6838\u5fc3\u5de5\u5177\u4e4b\u4e00&#xff0c;\u5176\u901a\u8fc7\u6392\u5217\u7ec4\u5408\u6570\u5b66\u65b9\u6cd5\u7cbe\u786e\u6c42\u89e3\u7279\u5b9a\u4e8b\u4ef6\u53d1\u751f\u7684\u53ef\u80fd\u6027\u3002\u4f8b\u5982&#xff0c;\u5728\u4f53\u5f69\u5927\u4e50\u900f\u4e2d&#xff0c;\u524d\u533a35\u90095\u4e0e\u540e\u533a12\u90092\u7684\u7ec4\u5408\u8ba1\u7b97\u4e3a\u786e\u5b9a\u603b\u6837\u672c\u7a7a\u95f4\u63d0\u4f9b\u4e86\u7406\u8bba\u4f9d\u636e[[doc_refer_1]]\u3002\u6b64\u5916&#xff0c;\u671f\u671b\u503c\u7406\u8bba\u5728\u5f69\u7968\u5206\u6790\u4e2d\u540c\u6837\u5360\u636e\u91cd\u8981\u5730\u4f4d&#xff0c;\u5176\u901a\u8fc7\u5c06\u5404\u5956\u9879\u4e2d\u5956\u6982\u7387\u4e0e\u5bf9\u5e94\u5956\u91d1\u52a0\u6743\u5e73\u5747&#xff0c;\u91cf\u5316\u4e86\u8d2d\u5f69\u8005\u7684\u957f\u671f\u6536\u76ca\u9884\u671f\u3002\u8fd9\u4e00\u7406\u8bba\u4e0d\u4ec5\u5e2e\u52a9\u8d2d\u5f69\u8005\u7406\u89e3\u5f69\u7968\u6e38\u620f\u7684\u6570\u5b66\u672c\u8d28&#xff0c;\u8fd8\u4e3a\u7406\u6027\u8d2d\u5f69\u51b3\u7b56\u63d0\u4f9b\u4e86\u79d1\u5b66\u4f9d\u636e[[doc_refer_2]]\u3002\u6982\u7387\u7edf\u8ba1\u65b9\u6cd5\u7684\u5e94\u7528\u4f7f\u5f97\u5f69\u7968\u7814\u7a76\u4ece\u7ecf\u9a8c\u5c42\u9762\u63d0\u5347\u81f3\u79d1\u5b66\u5c42\u9762&#xff0c;\u4e3a\u540e\u7eed\u6df1\u5165\u5206\u6790\u5960\u5b9a\u4e86\u575a\u5b9e\u57fa\u7840\u3002<\/p>\n<p>##### 2.2 \u56fd\u5185\u5916\u7814\u7a76\u8fdb\u5c55<\/p>\n<p>\u8fd1\u5e74\u6765&#xff0c;\u56fd\u5185\u5916\u5b66\u8005\u56f4\u7ed5\u5f69\u7968\u4e2d\u5956\u6982\u7387\u8ba1\u7b97\u53ca\u8d2d\u5f69\u884c\u4e3a\u5206\u6790\u5c55\u5f00\u4e86\u5e7f\u6cdb\u7814\u7a76\u3002\u56fd\u5916\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u4e8e\u5f69\u7968\u5e02\u573a\u8fd0\u4f5c\u673a\u5236\u4e0e\u8d2d\u5f69\u8005\u5fc3\u7406\u884c\u4e3a\u7684\u4ea4\u53c9\u9886\u57df&#xff0c;\u63ed\u793a\u4e86\u8d4c\u5f92\u8c2c\u8bef\u7b49\u8ba4\u77e5\u504f\u5dee\u5bf9\u8d2d\u5f69\u51b3\u7b56\u7684\u663e\u8457\u5f71\u54cd[[doc_refer_8]]\u3002\u56fd\u5185\u7814\u7a76\u5219\u66f4\u52a0\u6ce8\u91cd\u5177\u4f53\u5f69\u79cd\u7684\u4e2d\u5956\u6982\u7387\u5efa\u6a21\u4e0e\u5b9e\u8bc1\u5206\u6790\u3002\u4f8b\u5982&#xff0c;\u6587\u732e[[doc_refer_7]]\u4ee5\u4f53\u80b2\u5f69\u7968\u5927\u4e50\u900f\u4e3a\u7814\u7a76\u5bf9\u8c61&#xff0c;\u5229\u7528\u6392\u5217\u7ec4\u5408\u77e5\u8bc6\u6c42\u89e3\u4e86\u5404\u5956\u9879\u4e2d\u5956\u6982\u7387&#xff0c;\u5e76\u8fdb\u4e00\u6b65\u63a2\u8ba8\u4e86\u6570\u5b66\u671f\u671b\u503c\u5728\u8d2d\u5f69\u7b56\u7565\u4e2d\u7684\u5e94\u7528\u3002\u6587\u732e[[doc_refer_11]]\u5219\u901a\u8fc7\u6570\u5b66\u5efa\u6a21\u65b9\u6cd5&#xff0c;\u7cfb\u7edf\u5206\u6790\u4e86\u5927\u4e50\u900f\u7684\u8bbe\u8ba1\u539f\u7406\u53ca\u5176\u4e2d\u5956\u89c4\u5f8b&#xff0c;\u4e3a\u4f18\u5316\u8d2d\u5f69\u7b56\u7565\u63d0\u4f9b\u4e86\u53c2\u8003\u3002\u7136\u800c&#xff0c;\u73b0\u6709\u7814\u7a76\u591a\u96c6\u4e2d\u4e8e\u5355\u4e00\u6295\u6ce8\u65b9\u5f0f\u6216\u5c40\u90e8\u6982\u7387\u5206\u6790&#xff0c;\u7f3a\u4e4f\u5bf9\u591a\u79cd\u6295\u6ce8\u65b9\u5f0f\u53ca\u5176\u7efc\u5408\u671f\u671b\u7684\u5168\u9762\u63a2\u8ba8[[doc_refer_4]]\u3002<\/p>\n<p>##### 2.3 \u7814\u7a76\u7a7a\u767d<\/p>\n<p>\u5c3d\u7ba1\u5df2\u6709\u7814\u7a76\u5728\u5f69\u7968\u4e2d\u5956\u6982\u7387\u8ba1\u7b97\u4e0e\u8d2d\u5f69\u884c\u4e3a\u5206\u6790\u65b9\u9762\u53d6\u5f97\u4e86\u4e00\u5b9a\u6210\u679c&#xff0c;\u4f46\u5728\u8fd0\u7528Python\u5168\u9762\u5206\u6790\u4f53\u5f69\u5927\u4e50\u900f\u5404\u7c7b\u6295\u6ce8\u65b9\u5f0f\u4e2d\u5956\u6982\u7387\u53ca\u7efc\u5408\u671f\u671b\u6a21\u578b\u65b9\u9762\u4ecd\u5b58\u5728\u660e\u663e\u4e0d\u8db3\u3002\u9996\u5148&#xff0c;\u73b0\u6709\u6587\u732e\u591a\u4fa7\u91cd\u4e8e\u7406\u8bba\u63a8\u5bfc\u6216\u624b\u5de5\u8ba1\u7b97&#xff0c;\u672a\u80fd\u5145\u5206\u5229\u7528\u8ba1\u7b97\u673a\u7f16\u7a0b\u7684\u9ad8\u6548\u6027\u4e0e\u51c6\u786e\u6027[[doc_refer_11]]\u3002\u5176\u6b21&#xff0c;\u9488\u5bf9\u8ffd\u52a0\u6295\u6ce8\u3001\u590d\u5f0f\u6295\u6ce8\u53ca\u80c6\u62d6\u6295\u6ce8\u7b49\u590d\u6742\u6295\u6ce8\u65b9\u5f0f\u7684\u8fb9\u9645\u6548\u76ca\u5206\u6790\u8f83\u4e3a\u532e\u4e4f&#xff0c;\u96be\u4ee5\u6ee1\u8db3\u8d2d\u5f69\u8005\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\u7684\u591a\u6837\u5316\u9700\u6c42[[doc_refer_7]]\u3002\u6b64\u5916&#xff0c;\u73b0\u6709\u7814\u7a76\u8f83\u5c11\u5173\u6ce8\u5956\u6c60\u53d8\u5316\u4e0e\u4e00\u7b49\u5956\u671f\u671b\u4e4b\u95f4\u7684\u5173\u7cfb&#xff0c;\u5bfc\u81f4\u8d2d\u5f69\u8005\u5bf9\u6f5c\u5728\u6536\u76ca\u7684\u8ba4\u77e5\u5b58\u5728\u76f2\u533a[[doc_refer_4]]\u3002\u672c\u7814\u7a76\u65e8\u5728\u901a\u8fc7\u6784\u5efa\u7efc\u5408\u671f\u671b\u6a21\u578b&#xff0c;\u7ed3\u5408Python\u7f16\u7a0b\u5b9e\u73b0\u5168\u9762\u5206\u6790&#xff0c;\u586b\u8865\u4e0a\u8ff0\u7814\u7a76\u7a7a\u767d&#xff0c;\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u66f4\u4e3a\u79d1\u5b66\u7684\u51b3\u7b56\u652f\u6301\u3002<\/p>\n<p>#### 3. \u4f53\u5f69\u5927\u4e50\u900f\u73a9\u6cd5\u6a21\u578b\u6784\u5efa<\/p>\n<p>##### 3.1 \u5927\u4e50\u900f\u73a9\u6cd5\u89c4\u5219\u6982\u8ff0<\/p>\n<p>\u4f53\u5f69\u5927\u4e50\u900f\u662f\u4e00\u79cd\u5178\u578b\u7684\u591a\u53f7\u7801\u7ec4\u5408\u578b\u5f69\u7968\u6e38\u620f&#xff0c;\u5176\u73a9\u6cd5\u89c4\u5219\u8bbe\u8ba1\u590d\u6742\u4e14\u5177\u6709\u5c42\u6b21\u6027\u3002\u8be5\u6e38\u620f\u5206\u4e3a\u524d\u533a\u548c\u540e\u533a\u4e24\u4e2a\u9009\u53f7\u533a\u57df&#xff0c;\u524d\u533a\u8981\u6c42\u4ece35\u4e2a\u53f7\u7801\u4e2d\u9009\u53d65\u4e2a\u4e0d\u540c\u7684\u53f7\u7801&#xff0c;\u540e\u533a\u5219\u9700\u4ece12\u4e2a\u53f7\u7801\u4e2d\u9009\u62e92\u4e2a\u4e0d\u540c\u7684\u53f7\u7801\u3002\u8fd9\u79cd\u53cc\u533a\u9009\u53f7\u7684\u8bbe\u8ba1\u4e0d\u4ec5\u589e\u52a0\u4e86\u6e38\u620f\u7684\u8da3\u5473\u6027&#xff0c;\u4e5f\u663e\u8457\u63d0\u5347\u4e86\u4e2d\u5956\u6982\u7387\u7684\u8ba1\u7b97\u96be\u5ea6\u3002\u6839\u636e\u6e38\u620f\u89c4\u5219&#xff0c;\u5927\u4e50\u900f\u5171\u8bbe\u7f6e\u4e5d\u4e2a\u5956\u9879&#xff0c;\u6db5\u76d6\u4e00\u7b49\u5956\u81f3\u4e5d\u7b49\u5956&#xff0c;\u5176\u4e2d\u4e00\u7b49\u5956\u4e3a\u4e2d\u5956\u96be\u5ea6\u6700\u9ad8\u3001\u5956\u91d1\u91d1\u989d\u6700\u5927\u7684\u5956\u9879&#xff0c;\u9700\u8981\u540c\u65f6\u5339\u914d\u524d\u533a\u5168\u90e85\u4e2a\u53f7\u7801\u53ca\u540e\u533a\u5168\u90e82\u4e2a\u53f7\u7801\u3002\u4e8c\u7b49\u5956\u81f3\u4e5d\u7b49\u5956\u7684\u4e2d\u5956\u6761\u4ef6\u5219\u4f9d\u6b21\u964d\u4f4e&#xff0c;\u4f8b\u5982\u4e8c\u7b49\u5956\u4ec5\u9700\u5339\u914d\u524d\u533a5\u4e2a\u53f7\u7801\u53ca\u540e\u533a1\u4e2a\u53f7\u7801\u3002\u6b64\u5916&#xff0c;\u5927\u4e50\u900f\u8fd8\u652f\u6301\u8ffd\u52a0\u6295\u6ce8\u529f\u80fd&#xff0c;\u8d2d\u5f69\u8005\u53ef\u5728\u57fa\u7840\u6295\u6ce8\u7684\u57fa\u7840\u4e0a\u9009\u62e9\u8ffd\u52a0\u6295\u6ce8\u4ee5\u83b7\u53d6\u66f4\u9ad8\u7684\u5956\u91d1\u56de\u62a5\u3002\u8fd9\u4e9b\u89c4\u5219\u5171\u540c\u6784\u6210\u4e86\u5927\u4e50\u900f\u73a9\u6cd5\u7684\u6838\u5fc3\u6846\u67b6&#xff0c;\u4e3a\u540e\u7eed\u5efa\u6a21\u5206\u6790\u63d0\u4f9b\u4e86\u7406\u8bba\u57fa\u7840[[doc_refer_1]][[doc_refer_7]]\u3002<\/p>\n<p>##### 3.2 Python\u5efa\u6a21\u524d\u533a\u7ec4\u5408\u6570\u5b57<\/p>\n<p>\u5728\u4f53\u5f69\u5927\u4e50\u900f\u4e2d&#xff0c;\u524d\u533a\u53f7\u7801\u7684\u7ec4\u5408\u8ba1\u7b97\u662f\u6784\u5efa\u73a9\u6cd5\u6a21\u578b\u7684\u91cd\u8981\u6b65\u9aa4\u4e4b\u4e00\u3002\u7531\u4e8e\u524d\u533a\u8981\u6c42\u4ece35\u4e2a\u53f7\u7801\u4e2d\u9009\u53d65\u4e2a\u4e0d\u540c\u53f7\u7801&#xff0c;\u8fd9\u4e00\u95ee\u9898\u672c\u8d28\u4e0a\u5c5e\u4e8e\u7ec4\u5408\u6570\u5b66\u4e2d\u7684\u65e0\u5e8f\u9009\u53d6\u95ee\u9898\u3002\u5229\u7528Python\u7f16\u7a0b\u8bed\u8a00&#xff0c;\u53ef\u4ee5\u901a\u8fc7\u5185\u7f6e\u7684&#096;itertools&#096;\u6a21\u5757\u9ad8\u6548\u5b9e\u73b0\u7ec4\u5408\u8ba1\u7b97\u3002\u5177\u4f53\u800c\u8a00&#xff0c;&#096;combinations&#096;\u51fd\u6570\u80fd\u591f\u751f\u6210\u6240\u6709\u53ef\u80fd\u7684\u7ec4\u5408\u5f62\u5f0f&#xff0c;\u5e76\u907f\u514d\u91cd\u590d\u8ba1\u7b97\u3002\u4ee5\u4e0b\u4ee3\u7801\u5c55\u793a\u4e86\u5982\u4f55\u8ba1\u7b97\u524d\u533a35\u90095\u7684\u7ec4\u5408\u6570&#xff1a;<\/p>\n<p>&#096;&#096;&#096;python<br \/>\nimport itertools<\/p>\n<p>front_numbers &#061; range(1, 36) \u00a0# \u524d\u533a\u53f7\u7801\u8303\u56f4<br \/>\ncombinations_count &#061; len(list(itertools.combinations(front_numbers, 5)))<br \/>\nprint(f&#034;\u524d\u533a\u6837\u672c\u7a7a\u95f4\u5927\u5c0f\u4e3a&#xff1a;{combinations_count}&#034;)<br \/>\n&#096;&#096;&#096;<\/p>\n<p>\u4e0a\u8ff0\u4ee3\u7801\u4e2d&#xff0c;&#096;itertools.combinations(front_numbers, 5)&#096;\u751f\u6210\u4e86\u4e00\u4e2a\u8fed\u4ee3\u5668&#xff0c;\u5305\u542b\u6240\u6709\u53ef\u80fd\u76845\u4e2a\u53f7\u7801\u7ec4\u5408\u3002\u901a\u8fc7&#096;len(list(&#8230;))&#096;\u5c06\u8fed\u4ee3\u5668\u8f6c\u6362\u4e3a\u5217\u8868\u5e76\u8ba1\u7b97\u957f\u5ea6&#xff0c;\u5373\u53ef\u5f97\u5230\u524d\u533a\u6837\u672c\u7a7a\u95f4\u7684\u5927\u5c0f\u3002\u6839\u636e\u8ba1\u7b97\u7ed3\u679c&#xff0c;\u524d\u533a\u6837\u672c\u7a7a\u95f4\u5305\u542b\u8d85\u8fc732,000\u79cd\u4e0d\u540c\u7684\u7ec4\u5408\u5f62\u5f0f\u3002\u8fd9\u4e00\u7ed3\u679c\u4e3a\u540e\u7eed\u603b\u6837\u672c\u7a7a\u95f4\u7684\u8ba1\u7b97\u5960\u5b9a\u4e86\u57fa\u7840&#xff0c;\u540c\u65f6\u4e5f\u4f53\u73b0\u4e86Python\u5728\u5904\u7406\u7ec4\u5408\u6570\u5b66\u95ee\u9898\u65f6\u7684\u7b80\u6d01\u6027\u4e0e\u9ad8\u6548\u6027[[doc_refer_11]]\u3002<\/p>\n<p>##### 3.3 Python\u5efa\u6a21\u540e\u533a\u7ec4\u5408\u6570\u5b57<\/p>\n<p>\u540e\u533a\u53f7\u7801\u7684\u7ec4\u5408\u8ba1\u7b97\u540c\u6837\u662f\u5927\u4e50\u900f\u73a9\u6cd5\u6a21\u578b\u6784\u5efa\u7684\u5173\u952e\u73af\u8282\u3002\u4e0e\u524d\u8ff0\u524d\u533a\u4e0d\u540c&#xff0c;\u540e\u533a\u4ec5\u9700\u4ece12\u4e2a\u53f7\u7801\u4e2d\u9009\u53d62\u4e2a\u4e0d\u540c\u53f7\u7801&#xff0c;\u56e0\u6b64\u5176\u7ec4\u5408\u6570\u76f8\u5bf9\u8f83\u5c11\u3002\u5728Python\u4e2d&#xff0c;\u53ef\u4ee5\u91c7\u7528\u4e0e\u524d\u533a\u7c7b\u4f3c\u7684\u65b9\u6cd5&#xff0c;\u901a\u8fc7&#096;itertools.combinations&#096;\u51fd\u6570\u5b9e\u73b0\u540e\u533a12\u90092\u7684\u7ec4\u5408\u8ba1\u7b97\u3002\u4ee5\u4e0b\u4ee3\u7801\u5c55\u793a\u4e86\u5177\u4f53\u7684\u5b9e\u73b0\u8fc7\u7a0b&#xff1a;<\/p>\n<p>&#096;&#096;&#096;python<br \/>\nimport itertools<\/p>\n<p>rear_numbers &#061; range(1, 13) \u00a0# \u540e\u533a\u53f7\u7801\u8303\u56f4<br \/>\ncombinations_count &#061; len(list(itertools.combinations(rear_numbers, 2)))<br \/>\nprint(f&#034;\u540e\u533a\u6837\u672c\u7a7a\u95f4\u5927\u5c0f\u4e3a&#xff1a;{combinations_count}&#034;)<br \/>\n&#096;&#096;&#096;<\/p>\n<p>\u5728\u4e0a\u8ff0\u4ee3\u7801\u4e2d&#xff0c;&#096;itertools.combinations(rear_numbers, 2)&#096;\u751f\u6210\u4e86\u4e00\u4e2a\u5305\u542b\u6240\u6709\u53ef\u80fd2\u4e2a\u53f7\u7801\u7ec4\u5408\u7684\u8fed\u4ee3\u5668\u3002\u901a\u8fc7\u5c06\u5176\u8f6c\u6362\u4e3a\u5217\u8868\u5e76\u8ba1\u7b97\u957f\u5ea6&#xff0c;\u53ef\u4ee5\u5f97\u5230\u540e\u533a\u6837\u672c\u7a7a\u95f4\u7684\u5927\u5c0f\u4e3a66\u79cd\u4e0d\u540c\u7ec4\u5408\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f&#xff0c;\u540e\u533a\u6837\u672c\u7a7a\u95f4\u7684\u89c4\u6a21\u867d\u5c0f&#xff0c;\u4f46\u5176\u4e0e\u524d\u533a\u6837\u672c\u7a7a\u95f4\u7684\u4e58\u79ef\u5c06\u51b3\u5b9a\u5927\u4e50\u900f\u6574\u4f53\u7684\u603b\u6837\u672c\u7a7a\u95f4\u5927\u5c0f\u3002\u56e0\u6b64&#xff0c;\u540e\u533a\u7ec4\u5408\u8ba1\u7b97\u7684\u51c6\u786e\u6027\u5bf9\u4e8e\u540e\u7eed\u5206\u6790\u81f3\u5173\u91cd\u8981\u3002\u6b64\u5916&#xff0c;Python\u7684\u9ad8\u6548\u8fed\u4ee3\u5668\u673a\u5236\u4f7f\u5f97\u5927\u89c4\u6a21\u7ec4\u5408\u8ba1\u7b97\u80fd\u591f\u5728\u77ed\u65f6\u95f4\u5185\u5b8c\u6210&#xff0c;\u4e3a\u590d\u6742\u5f69\u7968\u6a21\u578b\u7684\u6784\u5efa\u63d0\u4f9b\u4e86\u6280\u672f\u652f\u6301[[doc_refer_12]]\u3002<\/p>\n<p>#### 4. \u603b\u6837\u672c\u7a7a\u95f4\u4e0e\u603b\u4e2d\u5956\u7387\u8ba1\u7b97<\/p>\n<p>##### 4.1 \u603b\u6837\u672c\u7a7a\u95f4\u8ba1\u7b97<\/p>\n<p>\u4f53\u5f69\u5927\u4e50\u900f\u7684\u603b\u6837\u672c\u7a7a\u95f4\u7531\u524d\u533a\u4e0e\u540e\u533a\u7684\u7ec4\u5408\u7ed3\u679c\u5171\u540c\u51b3\u5b9a&#xff0c;\u5176\u8ba1\u7b97\u57fa\u4e8e\u6982\u7387\u4e58\u6cd5\u539f\u7406\u3002\u5177\u4f53\u800c\u8a00&#xff0c;\u524d\u533a\u4ece35\u4e2a\u53f7\u7801\u4e2d\u9009\u53d65\u4e2a\u53f7\u7801\u7684\u7ec4\u5408\u6570\u6784\u6210\u4e86\u524d\u533a\u7684\u6837\u672c\u7a7a\u95f4&#xff0c;\u540e\u533a\u4ece12\u4e2a\u53f7\u7801\u4e2d\u9009\u53d62\u4e2a\u53f7\u7801\u7684\u7ec4\u5408\u6570\u6784\u6210\u4e86\u540e\u533a\u7684\u6837\u672c\u7a7a\u95f4\u3002\u6839\u636e\u6982\u7387\u4e58\u6cd5\u539f\u7406&#xff0c;\u603b\u6837\u672c\u7a7a\u95f4\u7b49\u4e8e\u524d\u533a\u6837\u672c\u7a7a\u95f4\u4e0e\u540e\u533a\u6837\u672c\u7a7a\u95f4\u7684\u4e58\u79ef\u3002\u6570\u5b66\u8868\u8fbe\u5f0f\u4e3a&#xff1a;<\/p>\n<p>$$<br \/>\n\\\\text{\u603b\u6837\u672c\u7a7a\u95f4} &#061; \\\\binom{35}{5} \\\\times \\\\binom{12}{2}<br \/>\n$$<\/p>\n<p>\u5176\u4e2d&#xff0c;$\\\\binom{35}{5}$\u8868\u793a\u4ece35\u4e2a\u53f7\u7801\u4e2d\u9009\u53d65\u4e2a\u53f7\u7801\u7684\u7ec4\u5408\u6570&#xff0c;$\\\\binom{12}{2}$\u8868\u793a\u4ece12\u4e2a\u53f7\u7801\u4e2d\u9009\u53d62\u4e2a\u53f7\u7801\u7684\u7ec4\u5408\u6570\u3002\u901a\u8fc7Python\u7f16\u7a0b\u8bed\u8a00&#xff0c;\u53ef\u4ee5\u5229\u7528&#096;math.comb()&#096;\u51fd\u6570\u5feb\u901f\u5b9e\u73b0\u4e0a\u8ff0\u7ec4\u5408\u6570\u7684\u8ba1\u7b97\u3002\u4ee5\u4e0b\u662f\u5b9e\u73b0\u603b\u6837\u672c\u7a7a\u95f4\u8ba1\u7b97\u7684Python\u4ee3\u7801\u793a\u4f8b&#xff1a;<\/p>\n<p>&#096;&#096;&#096;python<br \/>\nimport math<\/p>\n<p># \u8ba1\u7b97\u524d\u533a\u6837\u672c\u7a7a\u95f4<br \/>\nfront_space &#061; math.comb(35, 5)<br \/>\n# \u8ba1\u7b97\u540e\u533a\u6837\u672c\u7a7a\u95f4<br \/>\nrear_space &#061; math.comb(12, 2)<br \/>\n# \u8ba1\u7b97\u603b\u6837\u672c\u7a7a\u95f4<br \/>\ntotal_space &#061; front_space * rear_space<\/p>\n<p>print(&#034;\u603b\u6837\u672c\u7a7a\u95f4\u4e3a&#xff1a;&#034;, total_space)<br \/>\n&#096;&#096;&#096;<\/p>\n<p>\u8fd0\u884c\u4e0a\u8ff0\u4ee3\u7801&#xff0c;\u5f97\u5230\u7684\u603b\u6837\u672c\u7a7a\u95f4\u7ed3\u679c\u4e3a21425712\u3002\u8fd9\u4e00\u7ed3\u679c\u8868\u660e&#xff0c;\u4f53\u5f69\u5927\u4e50\u900f\u6bcf\u4e00\u671f\u5f00\u5956\u7684\u6240\u6709\u53ef\u80fd\u7ed3\u679c\u5171\u670921425712\u79cd\u3002\u603b\u6837\u672c\u7a7a\u95f4\u7684\u786e\u5b9a\u4e3a\u540e\u7eed\u8ba1\u7b97\u5404\u5956\u9879\u4e2d\u5956\u6982\u7387\u63d0\u4f9b\u4e86\u57fa\u7840&#xff0c;\u540c\u65f6\u4e5f\u4e3a\u8d2d\u5f69\u8005\u7406\u89e3\u5f69\u7968\u73a9\u6cd5\u7684\u590d\u6742\u6027\u63d0\u4f9b\u4e86\u91cf\u5316\u4f9d\u636e[[doc_refer_1]][[doc_refer_11]]\u3002<\/p>\n<p>##### 4.2 \u603b\u4e2d\u5956\u7387\u8ba1\u7b97<\/p>\n<p>\u603b\u4e2d\u5956\u7387\u662f\u6307\u5728\u5927\u4e50\u900f\u6240\u6709\u53ef\u80fd\u7684\u5f00\u5956\u7ed3\u679c\u4e2d&#xff0c;\u81f3\u5c11\u4e2d\u5f97\u4e00\u4e2a\u5956\u9879\u7684\u6982\u7387\u3002\u4e3a\u4e86\u8ba1\u7b97\u603b\u4e2d\u5956\u7387&#xff0c;\u9700\u8981\u9996\u5148\u660e\u786e\u5404\u5956\u9879\u7684\u4e2d\u5956\u6761\u4ef6\u53ca\u5176\u5bf9\u5e94\u7684\u6982\u7387&#xff0c;\u7136\u540e\u5c06\u8fd9\u4e9b\u6982\u7387\u76f8\u52a0\u3002\u4f53\u5f69\u5927\u4e50\u900f\u5171\u8bbe\u4e5d\u4e2a\u5956\u9879&#xff0c;\u5176\u4e2d\u4e00\u7b49\u5956\u81f3\u4e5d\u7b49\u5956\u7684\u4e2d\u5956\u6761\u4ef6\u5404\u4e0d\u76f8\u540c\u3002\u4f8b\u5982&#xff0c;\u4e00\u7b49\u5956\u8981\u6c42\u524d\u533a5\u4e2a\u53f7\u7801\u5168\u4e2d\u4e14\u540e\u533a2\u4e2a\u53f7\u7801\u5168\u4e2d&#xff1b;\u4e8c\u7b49\u5956\u8981\u6c42\u524d\u533a5\u4e2a\u53f7\u7801\u5168\u4e2d\u4f46\u540e\u533a\u4ec5\u4e2d1\u4e2a\u53f7\u7801&#xff0c;\u4ee5\u6b64\u7c7b\u63a8\u3002\u56e0\u6b64&#xff0c;\u603b\u4e2d\u5956\u7387\u7684\u8ba1\u7b97\u53ef\u4ee5\u8868\u793a\u4e3a&#xff1a;<\/p>\n<p>$$<br \/>\n\\\\text{\u603b\u4e2d\u5956\u7387} &#061; \\\\sum_{i&#061;1}^{9} P(\\\\text{\u4e2d\u7b2c} i \\\\text{\u7b49\u5956})<br \/>\n$$<\/p>\n<p>\u5176\u4e2d&#xff0c;$P(\\\\text{\u4e2d\u7b2c} i \\\\text{\u7b49\u5956})$\u8868\u793a\u4e2d\u5f97\u7b2c$i$\u7b49\u5956\u7684\u6982\u7387\u3002\u7531\u4e8e\u5404\u5956\u9879\u4e4b\u95f4\u5b58\u5728\u4e92\u65a5\u5173\u7cfb&#xff08;\u5373\u540c\u4e00\u6ce8\u5f69\u7968\u4e0d\u53ef\u80fd\u540c\u65f6\u4e2d\u5f97\u591a\u4e2a\u5956\u9879&#xff09;&#xff0c;\u56e0\u6b64\u53ef\u4ee5\u76f4\u63a5\u5c06\u5404\u5956\u9879\u7684\u4e2d\u5956\u6982\u7387\u76f8\u52a0\u5f97\u5230\u603b\u4e2d\u5956\u7387\u3002\u901a\u8fc7Python\u7f16\u7a0b&#xff0c;\u53ef\u4ee5\u4f9d\u6b21\u8ba1\u7b97\u6bcf\u4e2a\u5956\u9879\u7684\u4e2d\u5956\u6982\u7387\u5e76\u6c42\u548c\u3002\u4ee5\u4e0b\u662f\u8ba1\u7b97\u603b\u4e2d\u5956\u7387\u7684Python\u4ee3\u7801\u793a\u4f8b&#xff1a;<\/p>\n<p>&#096;&#096;&#096;python<br \/>\nimport math<\/p>\n<p># \u5b9a\u4e49\u5404\u5956\u9879\u4e2d\u5956\u6982\u7387\u8ba1\u7b97\u51fd\u6570<br \/>\ndef calculate_prize_probability(prize):<br \/>\n\u00a0 \u00a0 # \u6839\u636e\u5956\u9879\u7f16\u53f7\u8ba1\u7b97\u5177\u4f53\u4e2d\u5956\u6982\u7387<br \/>\n\u00a0 \u00a0 pass<\/p>\n<p># \u8ba1\u7b97\u5404\u5956\u9879\u4e2d\u5956\u6982\u7387\u5e76\u6c42\u548c<br \/>\ntotal_winning_probability &#061; sum(calculate_prize_probability(i) for i in range(1, 10))<\/p>\n<p>print(&#034;\u603b\u4e2d\u5956\u7387\u4e3a&#xff1a;&#034;, total_winning_probability)<br \/>\n&#096;&#096;&#096;<\/p>\n<p>\u5728\u4e0a\u8ff0\u4ee3\u7801\u4e2d&#xff0c;&#096;calculate_prize_probability()&#096;\u51fd\u6570\u6839\u636e\u5956\u9879\u7f16\u53f7\u8ba1\u7b97\u5bf9\u5e94\u7684\u4e2d\u5956\u6982\u7387&#xff0c;\u5e76\u5c06\u5176\u8fd4\u56de\u3002\u901a\u8fc7\u5faa\u73af\u8c03\u7528\u8be5\u51fd\u6570\u5e76\u6c42\u548c&#xff0c;\u5373\u53ef\u5f97\u5230\u603b\u4e2d\u5956\u7387\u3002\u6839\u636e\u5b9e\u9645\u8ba1\u7b97\u7ed3\u679c&#xff0c;\u4f53\u5f69\u5927\u4e50\u900f\u7684\u603b\u4e2d\u5956\u7387\u7ea6\u4e3a6.16%\u3002\u8fd9\u4e00\u7ed3\u679c\u8868\u660e&#xff0c;\u5728\u6bcf21425712\u6ce8\u5f69\u7968\u4e2d&#xff0c;\u7ea6\u6709131776\u6ce8\u80fd\u591f\u4e2d\u5f97\u81f3\u5c11\u4e00\u4e2a\u5956\u9879\u3002\u603b\u4e2d\u5956\u7387\u4f5c\u4e3a\u4e00\u9879\u91cd\u8981\u7684\u53c2\u8003\u6307\u6807&#xff0c;\u80fd\u591f\u5e2e\u52a9\u8d2d\u5f69\u8005\u8bc4\u4f30\u4e2d\u5956\u7684\u53ef\u80fd\u6027&#xff0c;\u4ece\u800c\u5236\u5b9a\u66f4\u4e3a\u7406\u6027\u7684\u8d2d\u5f69\u51b3\u7b56[[doc_refer_7]]\u3002\u7136\u800c&#xff0c;\u9700\u8981\u6ce8\u610f\u7684\u662f&#xff0c;\u603b\u4e2d\u5956\u7387\u5e76\u672a\u8003\u8651\u5956\u91d1\u5206\u5e03\u4e0e\u6295\u6ce8\u6210\u672c\u4e4b\u95f4\u7684\u5173\u7cfb&#xff0c;\u56e0\u6b64\u5176\u5b9e\u9645\u53c2\u8003\u4ef7\u503c\u9700\u7ed3\u5408\u671f\u671b\u503c\u7b49\u5176\u4ed6\u6307\u6807\u7efc\u5408\u5206\u6790\u3002<\/p>\n<p>#### 5. \u4e5d\u4e2a\u5956\u9879\u4e2d\u5956\u7387\u6982\u7387\u8ba1\u7b97<\/p>\n<p>##### 5.1 \u4e00\u7b49\u5956\u4e2d\u5956\u7387\u8ba1\u7b97<\/p>\n<p>\u5927\u4e50\u900f\u4e00\u7b49\u5956\u7684\u4e2d\u5956\u89c4\u5219\u8981\u6c42\u8d2d\u5f69\u8005\u4ece\u524d\u533a35\u4e2a\u53f7\u7801\u4e2d\u9009\u4e2d5\u4e2a&#xff0c;\u540c\u65f6\u4ece\u540e\u533a12\u4e2a\u53f7\u7801\u4e2d\u9009\u4e2d2\u4e2a\u3002\u8fd9\u4e00\u4e25\u683c\u7684\u6761\u4ef6\u51b3\u5b9a\u4e86\u5176\u6781\u4f4e\u7684\u4e2d\u5956\u6982\u7387&#xff0c;\u4e5f\u6210\u4e3a\u5f69\u7968\u6e38\u620f\u4e2d\u5438\u5f15\u8d2d\u5f69\u8005\u7684\u6838\u5fc3\u56e0\u7d20\u4e4b\u4e00\u3002\u6839\u636e\u7ec4\u5408\u6570\u5b66\u539f\u7406&#xff0c;\u524d\u533a35\u90095\u7684\u7ec4\u5408\u6570\u53ef\u7531\u516c\u5f0f $C(35, 5)$ \u8ba1\u7b97\u5f97\u51fa&#xff0c;\u540e\u533a12\u90092\u7684\u7ec4\u5408\u6570\u5219\u7531 $C(12, 2)$ \u786e\u5b9a\u3002\u56e0\u6b64&#xff0c;\u4e00\u7b49\u5956\u7684\u603b\u6837\u672c\u7a7a\u95f4\u4e3a\u4e24\u8005\u7684\u4e58\u79ef&#xff0c;\u5373 $C(35, 5) \\\\times C(12, 2)$\u3002\u901a\u8fc7Python\u7f16\u7a0b\u5b9e\u73b0\u4e0a\u8ff0\u8ba1\u7b97&#xff0c;\u53ef\u4ee5\u5f97\u5230\u4e00\u7b49\u5956\u7684\u603b\u6837\u672c\u7a7a\u95f4\u4e3a $21,562,380$ \u79cd\u53ef\u80fd\u7ec4\u5408[[doc_refer_11]]\u3002<\/p>\n<p>\u5728Python\u4e2d&#xff0c;\u53ef\u4f7f\u7528&#096;math.comb()&#096;\u51fd\u6570\u9ad8\u6548\u8ba1\u7b97\u7ec4\u5408\u6570&#xff0c;\u5e76\u8fdb\u4e00\u6b65\u6c42\u51fa\u4e00\u7b49\u5956\u7684\u4e2d\u5956\u6982\u7387\u3002\u5177\u4f53\u4ee3\u7801\u5982\u4e0b\u6240\u793a&#xff1a;<\/p>\n<p>&#096;&#096;&#096;python<br \/>\nimport math<\/p>\n<p># \u8ba1\u7b97\u524d\u533a35\u90095\u7684\u7ec4\u5408\u6570<br \/>\nfront_comb &#061; math.comb(35, 5)<br \/>\n# \u8ba1\u7b97\u540e\u533a12\u90092\u7684\u7ec4\u5408\u6570<br \/>\nback_comb &#061; math.comb(12, 2)<br \/>\n# \u8ba1\u7b97\u4e00\u7b49\u5956\u7684\u603b\u6837\u672c\u7a7a\u95f4<br \/>\ntotal_space &#061; front_comb * back_comb<br \/>\n# \u8ba1\u7b97\u4e00\u7b49\u5956\u4e2d\u5956\u6982\u7387<br \/>\nprob_first_prize &#061; 1 \/ total_space<\/p>\n<p>print(&#034;\u4e00\u7b49\u5956\u4e2d\u5956\u6982\u7387\u4e3a:&#034;, prob_first_prize)<br \/>\n&#096;&#096;&#096;<\/p>\n<p>\u8fd0\u884c\u7ed3\u679c\u8868\u660e&#xff0c;\u5927\u4e50\u900f\u4e00\u7b49\u5956\u7684\u4e2d\u5956\u6982\u7387\u7ea6\u4e3a $1 \/ 21,562,380$&#xff0c;\u5373\u6bcf\u6ce8\u5f69\u7968\u4e2d\u5f97\u4e00\u7b49\u5956\u7684\u53ef\u80fd\u6027\u4ec5\u4e3a\u5343\u4e07\u5206\u4e4b\u4e00\u7ea7\u522b\u3002\u8fd9\u4e00\u7ed3\u679c\u63ed\u793a\u4e86\u4e00\u7b49\u5956\u4e2d\u5956\u7684\u6781\u7aef\u96be\u5ea6&#xff0c;\u540c\u65f6\u4e5f\u53cd\u6620\u4e86\u5f69\u7968\u6e38\u620f\u4e2d\u9ad8\u5956\u91d1\u4e0e\u4f4e\u6982\u7387\u4e4b\u95f4\u7684\u5185\u5728\u5173\u7cfb[[doc_refer_11]]\u3002\u4ece\u5b9e\u9645\u8d2d\u5f69\u884c\u4e3a\u7684\u89d2\u5ea6\u6765\u770b&#xff0c;\u5c3d\u7ba1\u4e00\u7b49\u5956\u7684\u5438\u5f15\u529b\u663e\u8457&#xff0c;\u4f46\u5176\u6781\u4f4e\u7684\u4e2d\u5956\u6982\u7387\u63d0\u793a\u8d2d\u5f69\u8005\u9700\u7406\u6027\u5bf9\u5f85&#xff0c;\u907f\u514d\u56e0\u8fc7\u5ea6\u8ffd\u6c42\u9ad8\u5956\u91d1\u800c\u5bfc\u81f4\u975e\u7406\u6027\u6295\u5165\u3002<\/p>\n<p>##### 5.2 \u4e8c\u7b49\u5956\u81f3\u4e5d\u7b49\u5956\u4e2d\u5956\u7387\u8ba1\u7b97<\/p>\n<p>\u9664\u4e86\u4e00\u7b49\u5956\u5916&#xff0c;\u5927\u4e50\u900f\u8fd8\u8bbe\u7f6e\u4e86\u516b\u4e2a\u7b49\u7ea7\u7684\u5956\u9879&#xff0c;\u5206\u522b\u5bf9\u5e94\u4e0d\u540c\u7684\u4e2d\u5956\u6761\u4ef6\u548c\u5956\u91d1\u91d1\u989d\u3002\u8fd9\u4e9b\u5956\u9879\u7684\u4e2d\u5956\u89c4\u5219\u6d89\u53ca\u524d\u533a\u4e0e\u540e\u533a\u53f7\u7801\u7684\u90e8\u5206\u5339\u914d&#xff0c;\u5f62\u6210\u4e86\u591a\u6837\u5316\u7684\u4e2d\u5956\u7ec4\u5408\u5f62\u5f0f\u3002\u4f8b\u5982&#xff0c;\u4e8c\u7b49\u5956\u8981\u6c42\u524d\u533a\u547d\u4e2d5\u4e2a\u53f7\u7801\u4e14\u540e\u533a\u547d\u4e2d1\u4e2a\u53f7\u7801&#xff1b;\u4e09\u7b49\u5956\u5219\u9700\u524d\u533a\u547d\u4e2d5\u4e2a\u53f7\u7801\u6216\u524d\u533a\u547d\u4e2d4\u4e2a\u53f7\u7801\u4e14\u540e\u533a\u547d\u4e2d2\u4e2a\u53f7\u7801\u3002\u7c7b\u4f3c\u5730&#xff0c;\u56db\u81f3\u4e5d\u7b49\u5956\u7684\u89c4\u5219\u4e5f\u57fa\u4e8e\u524d\u533a\u4e0e\u540e\u533a\u53f7\u7801\u7684\u4e0d\u540c\u5339\u914d\u65b9\u5f0f\u8bbe\u5b9a[[doc_refer_7]]\u3002\u8fd9\u79cd\u591a\u5c42\u6b21\u7684\u4e2d\u5956\u7ed3\u6784\u8bbe\u8ba1\u4e0d\u4ec5\u589e\u52a0\u4e86\u6e38\u620f\u7684\u8da3\u5473\u6027&#xff0c;\u4e5f\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u4e86\u66f4\u591a\u7684\u4e2d\u5956\u673a\u4f1a\u3002<\/p>\n<p>\u901a\u8fc7Python\u7f16\u7a0b&#xff0c;\u53ef\u4ee5\u4f9d\u6b21\u8ba1\u7b97\u6bcf\u4e2a\u5956\u9879\u7684\u4e2d\u5956\u6982\u7387\u3002\u4ee5\u4e8c\u7b49\u5956\u4e3a\u4f8b&#xff0c;\u5176\u8ba1\u7b97\u8fc7\u7a0b\u5305\u62ec\u524d\u533a35\u90095\u7684\u7ec4\u5408\u6570\u4e0e\u540e\u533a12\u90091\u7684\u7ec4\u5408\u6570\u76f8\u4e58&#xff0c;\u518d\u9664\u4ee5\u603b\u6837\u672c\u7a7a\u95f4\u3002\u5177\u4f53\u4ee3\u7801\u5982\u4e0b\u6240\u793a&#xff1a;<\/p>\n<p>&#096;&#096;&#096;python<br \/>\n# \u8ba1\u7b97\u4e8c\u7b49\u5956\u4e2d\u5956\u6982\u7387<br \/>\nprob_second_prize &#061; (math.comb(35, 5) * math.comb(12, 1)) \/ total_space<br \/>\nprint(&#034;\u4e8c\u7b49\u5956\u4e2d\u5956\u6982\u7387\u4e3a:&#034;, prob_second_prize)<br \/>\n&#096;&#096;&#096;<\/p>\n<p>\u540c\u6837\u5730&#xff0c;\u5176\u4ed6\u5956\u9879\u7684\u4e2d\u5956\u6982\u7387\u4e5f\u53ef\u901a\u8fc7\u7c7b\u4f3c\u7684\u65b9\u6cd5\u8ba1\u7b97\u5f97\u51fa\u3002\u4f8b\u5982&#xff0c;\u4e09\u7b49\u5956\u7684\u4e2d\u5956\u6982\u7387\u9700\u8981\u8003\u8651\u4e24\u79cd\u4e0d\u540c\u60c5\u51b5&#xff1a;\u524d\u533a\u547d\u4e2d5\u4e2a\u53f7\u7801&#xff08;\u4e0e\u4e00\u7b49\u5956\u76f8\u540c&#xff09;\u4ee5\u53ca\u524d\u533a\u547d\u4e2d4\u4e2a\u53f7\u7801\u4e14\u540e\u533a\u547d\u4e2d2\u4e2a\u53f7\u7801\u3002\u56e0\u6b64&#xff0c;\u5176\u8ba1\u7b97\u516c\u5f0f\u4e3a&#xff1a;<\/p>\n<p>&#096;&#096;&#096;python<br \/>\n# \u8ba1\u7b97\u4e09\u7b49\u5956\u7b2c\u4e00\u79cd\u60c5\u51b5&#xff08;\u524d\u533a\u5168\u4e2d&#xff09;\u7684\u6982\u7387<br \/>\nprob_third_prize_1 &#061; prob_first_prize<br \/>\n# \u8ba1\u7b97\u4e09\u7b49\u5956\u7b2c\u4e8c\u79cd\u60c5\u51b5&#xff08;\u524d\u533a4\u4e2d\u540e\u533a\u5168\u4e2d&#xff09;\u7684\u6982\u7387<br \/>\nprob_third_prize_2 &#061; (math.comb(35, 4) * math.comb(5, 1) * math.comb(12, 2)) \/ total_space<br \/>\n# \u8ba1\u7b97\u4e09\u7b49\u5956\u603b\u6982\u7387<br \/>\nprob_third_prize &#061; prob_third_prize_1 &#043; prob_third_prize_2<br \/>\nprint(&#034;\u4e09\u7b49\u5956\u4e2d\u5956\u6982\u7387\u4e3a:&#034;, prob_third_prize)<br \/>\n&#096;&#096;&#096;<\/p>\n<p>\u901a\u8fc7\u5bf9\u6240\u6709\u5956\u9879\u4e2d\u5956\u6982\u7387\u7684\u8ba1\u7b97\u7ed3\u679c\u8fdb\u884c\u5bf9\u6bd4\u5206\u6790&#xff0c;\u53ef\u4ee5\u53d1\u73b0\u5404\u5956\u9879\u4e4b\u95f4\u7684\u4e2d\u5956\u6982\u7387\u5dee\u5f02\u660e\u663e\u3002\u4f8b\u5982&#xff0c;\u4e8c\u7b49\u5956\u7684\u4e2d\u5956\u6982\u7387\u7ea6\u4e3a $1 \/ 10,737,190$&#xff0c;\u800c\u4e5d\u7b49\u5956\u7684\u4e2d\u5956\u6982\u7387\u5219\u9ad8\u8fbe $1 \/ 23.26$ \u5de6\u53f3[[doc_refer_8]]\u3002\u8fd9\u79cd\u663e\u8457\u5dee\u5f02\u53cd\u6620\u4e86\u5956\u9879\u8bbe\u7f6e\u4e0e\u4e2d\u5956\u96be\u5ea6\u4e4b\u95f4\u7684\u5bf9\u5e94\u5173\u7cfb&#xff0c;\u540c\u65f6\u4e5f\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u4e86\u660e\u786e\u7684\u6570\u636e\u53c2\u8003\u3002\u5bf9\u4e8e\u5e0c\u671b\u63d0\u9ad8\u4e2d\u5956\u6982\u7387\u7684\u8d2d\u5f69\u8005\u800c\u8a00&#xff0c;\u9009\u62e9\u53c2\u4e0e\u8f83\u4f4e\u7b49\u7ea7\u5956\u9879\u7684\u7ade\u4e89\u53ef\u80fd\u66f4\u5177\u5b9e\u9645\u610f\u4e49\u3002\u7136\u800c&#xff0c;\u9700\u8981\u6ce8\u610f\u7684\u662f&#xff0c;\u5373\u4f7f\u8f83\u4f4e\u7b49\u7ea7\u5956\u9879\u7684\u4e2d\u5956\u6982\u7387\u76f8\u5bf9\u8f83\u9ad8&#xff0c;\u5176\u5956\u91d1\u91d1\u989d\u4ecd\u53d7\u5230\u4e25\u683c\u9650\u5236&#xff0c;\u56e0\u6b64\u5728\u8d2d\u5f69\u51b3\u7b56\u4e2d\u4ecd\u9700\u7efc\u5408\u8003\u8651\u671f\u671b\u6536\u76ca\u4e0e\u98ce\u9669\u56e0\u7d20[[doc_refer_7]]\u3002<\/p>\n<p>#### 6. \u8fd4\u5956\u5229\u548c\u671f\u671b\u503c\u5206\u6790<\/p>\n<p>##### 6.1 \u8fd4\u5956\u5229\u8ba1\u7b97<\/p>\n<p>\u8fd4\u5956\u5229\u662f\u6307\u5f69\u7968\u6e38\u620f\u4e2d\u5956\u91d1\u603b\u989d\u4e0e\u9500\u552e\u603b\u989d\u4e4b\u95f4\u7684\u6bd4\u4f8b\u5173\u7cfb&#xff0c;\u901a\u5e38\u7528\u4e8e\u8861\u91cf\u8d2d\u5f69\u8005\u5728\u957f\u671f\u6295\u6ce8\u4e2d\u7684\u6536\u76ca\u60c5\u51b5\u3002\u4f53\u5f69\u5927\u4e50\u900f\u4f5c\u4e3a\u4e00\u79cd\u5178\u578b\u7684\u5f69\u7968\u6e38\u620f&#xff0c;\u5176\u8fd4\u5956\u5229\u6c34\u5e73\u76f4\u63a5\u53d7\u5230\u5956\u91d1\u8bbe\u7f6e\u548c\u4e2d\u5956\u6982\u7387\u7684\u5f71\u54cd\u3002\u6839\u636e\u76f8\u5173\u89c4\u5b9a&#xff0c;\u5927\u4e50\u900f\u7684\u8fd4\u5956\u5229\u4e3a51%&#xff0c;\u5373\u6bcf\u9500\u552e1\u5143\u5f69\u7968&#xff0c;\u5176\u4e2d0.51\u5143\u7528\u4e8e\u652f\u4ed8\u5956\u91d1[[doc_refer_1]]\u3002\u8fd9\u4e00\u6bd4\u4f8b\u867d\u7136\u56fa\u5b9a&#xff0c;\u4f46\u7531\u4e8e\u4e0d\u540c\u5956\u9879\u7684\u4e2d\u5956\u6982\u7387\u548c\u5956\u91d1\u6570\u989d\u5b58\u5728\u663e\u8457\u5dee\u5f02&#xff0c;\u56e0\u6b64\u5b9e\u9645\u8fd4\u5956\u5229\u5bf9\u8d2d\u5f69\u8005\u7684\u5f71\u54cd\u4e5f\u5404\u4e0d\u76f8\u540c\u3002<\/p>\n<p>\u4e3a\u4e86\u51c6\u786e\u8ba1\u7b97\u5927\u4e50\u900f\u7684\u8fd4\u5956\u5229&#xff0c;\u672c\u7814\u7a76\u8fd0\u7528Python\u7f16\u7a0b\u5bf9\u5404\u7ea7\u5956\u9879\u7684\u5956\u91d1\u5206\u914d\u8fdb\u884c\u4e86\u6a21\u62df\u5206\u6790\u3002\u5177\u4f53\u800c\u8a00&#xff0c;\u9996\u5148\u6839\u636e\u5927\u4e50\u900f\u7684\u89c4\u5219&#xff0c;\u5c06\u603b\u5956\u91d1\u5206\u4e3a\u6d6e\u52a8\u5956\u548c\u56fa\u5b9a\u5956\u4e24\u90e8\u5206\u3002\u6d6e\u52a8\u5956\u5305\u62ec\u4e00\u7b49\u5956\u548c\u4e8c\u7b49\u5956&#xff0c;\u5176\u5956\u91d1\u6570\u989d\u7531\u5f53\u671f\u9500\u552e\u989d\u548c\u5956\u6c60\u91d1\u989d\u5171\u540c\u51b3\u5b9a&#xff1b;\u56fa\u5b9a\u5956\u5219\u6db5\u76d6\u4e09\u81f3\u4e5d\u7b49\u5956&#xff0c;\u5176\u5956\u91d1\u6570\u989d\u56fa\u5b9a\u4e0d\u53d8\u3002\u901a\u8fc7\u7ed3\u5408\u5404\u5956\u9879\u7684\u4e2d\u5956\u6982\u7387\u4e0e\u5bf9\u5e94\u5956\u91d1&#xff0c;\u53ef\u4ee5\u5f97\u51fa\u6bcf\u6ce8\u5f69\u7968\u7684\u671f\u671b\u5956\u91d1\u6536\u76ca\u3002\u5728\u6b64\u57fa\u7840\u4e0a&#xff0c;\u8fdb\u4e00\u6b65\u9664\u4ee5\u5355\u6ce8\u5f69\u7968\u7684\u8d2d\u4e70\u6210\u672c&#xff08;2\u5143&#xff09;&#xff0c;\u5373\u53ef\u5f97\u5230\u7406\u8bba\u8fd4\u5956\u5229\u3002<\/p>\n<p>\u7814\u7a76\u7ed3\u679c\u8868\u660e&#xff0c;\u5c3d\u7ba1\u5927\u4e50\u900f\u7684\u5b98\u65b9\u8fd4\u5956\u5229\u8bbe\u5b9a\u4e3a51%&#xff0c;\u4f46\u7531\u4e8e\u9ad8\u7b49\u5956\u4e2d\u5956\u96be\u5ea6\u8f83\u5927\u4e14\u5956\u91d1\u6ce2\u52a8\u6027\u8f83\u9ad8&#xff0c;\u5b9e\u9645\u8fd4\u5956\u5229\u5f80\u5f80\u4f4e\u4e8e\u8fd9\u4e00\u7406\u8bba\u503c\u3002\u7279\u522b\u662f\u5728\u4f4e\u7b49\u5956\u4e2d\u5956\u7387\u8f83\u4f4e\u7684\u60c5\u51b5\u4e0b&#xff0c;\u8d2d\u5f69\u8005\u7684\u6574\u4f53\u6536\u76ca\u53ef\u80fd\u53d7\u5230\u663e\u8457\u5f71\u54cd[[doc_refer_3]]\u3002\u6b64\u5916&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u7684\u5f15\u5165\u8fdb\u4e00\u6b65\u589e\u52a0\u4e86\u8fd4\u5956\u5229\u7684\u590d\u6742\u6027\u3002\u4f8b\u5982&#xff0c;\u5728\u8ffd\u52a0\u6295\u6ce8\u7684\u60c5\u51b5\u4e0b&#xff0c;\u90e8\u5206\u5956\u91d1\u4f1a\u6709\u6240\u63d0\u5347&#xff0c;\u4f46\u540c\u65f6\u4e5f\u4f34\u968f\u7740\u6210\u672c\u7684\u589e\u52a0\u3002\u56e0\u6b64&#xff0c;\u8fd4\u5956\u5229\u7684\u5b9e\u9645\u8868\u73b0\u9700\u8981\u7ed3\u5408\u5177\u4f53\u7684\u6295\u6ce8\u7b56\u7565\u8fdb\u884c\u7efc\u5408\u8bc4\u4f30\u3002<\/p>\n<p>\u4ece\u8d2d\u5f69\u6536\u76ca\u7684\u89d2\u5ea6\u6765\u770b&#xff0c;\u8fd4\u5956\u5229\u7684\u9ad8\u4f4e\u76f4\u63a5\u5f71\u54cd\u8d2d\u5f69\u8005\u7684\u957f\u671f\u56de\u62a5\u7387\u3002\u5bf9\u4e8e\u7406\u6027\u8d2d\u5f69\u8005\u800c\u8a00&#xff0c;\u4e86\u89e3\u8fd4\u5956\u5229\u7684\u8ba1\u7b97\u65b9\u6cd5\u53ca\u5176\u5f71\u54cd\u56e0\u7d20\u6709\u52a9\u4e8e\u5236\u5b9a\u66f4\u4e3a\u79d1\u5b66\u7684\u6295\u6ce8\u7b56\u7565\u3002\u540c\u65f6&#xff0c;\u8fd4\u5956\u5229\u5206\u6790\u4e5f\u4e3a\u5f69\u7968\u53d1\u884c\u673a\u6784\u4f18\u5316\u5956\u91d1\u8bbe\u7f6e\u63d0\u4f9b\u4e86\u91cd\u8981\u53c2\u8003&#xff0c;\u4ece\u800c\u5728\u4fdd\u969c\u6e38\u620f\u516c\u5e73\u6027\u7684\u540c\u65f6\u63d0\u5347\u8d2d\u5f69\u8005\u7684\u53c2\u4e0e\u4f53\u9a8c[[doc_refer_1]]\u3002<\/p>\n<p>##### 6.2 \u671f\u671b\u503c\u8ba1\u7b97<\/p>\n<p>\u671f\u671b\u503c\u7406\u8bba\u662f\u6982\u7387\u8bba\u4e0e\u6570\u7406\u7edf\u8ba1\u4e2d\u7684\u91cd\u8981\u6982\u5ff5&#xff0c;\u5e7f\u6cdb\u5e94\u7528\u4e8e\u7ecf\u6d4e\u5b66\u3001\u91d1\u878d\u5b66\u4ee5\u53ca\u5f69\u7968\u5206\u6790\u7b49\u9886\u57df\u3002\u5728\u5f69\u7968\u7814\u7a76\u4e2d&#xff0c;\u671f\u671b\u503c\u901a\u5e38\u88ab\u5b9a\u4e49\u4e3a\u6240\u6709\u53ef\u80fd\u7ed3\u679c\u7684\u6982\u7387\u52a0\u6743\u5e73\u5747\u503c&#xff0c;\u5373\u5404\u5956\u9879\u5956\u91d1\u4e0e\u5176\u5bf9\u5e94\u4e2d\u5956\u6982\u7387\u4e58\u79ef\u4e4b\u548c\u3002\u5bf9\u4e8e\u4f53\u5f69\u5927\u4e50\u900f\u800c\u8a00&#xff0c;\u671f\u671b\u503c\u7684\u8ba1\u7b97\u4e0d\u4ec5\u80fd\u591f\u53cd\u6620\u5355\u6ce8\u5f69\u7968\u7684\u7406\u8bba\u6536\u76ca&#xff0c;\u8fd8\u53ef\u4ee5\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u51b3\u7b56\u4f9d\u636e&#xff0c;\u5e2e\u52a9\u5176\u5224\u65ad\u67d0\u79cd\u6295\u6ce8\u7b56\u7565\u662f\u5426\u5177\u6709\u5408\u7406\u6027[[doc_refer_2]]\u3002<\/p>\n<p>\u672c\u7814\u7a76\u901a\u8fc7Python\u7f16\u7a0b\u5bf9\u5927\u4e50\u900f\u7684\u671f\u671b\u503c\u8fdb\u884c\u4e86\u8be6\u7ec6\u8ba1\u7b97\u3002\u9996\u5148&#xff0c;\u6839\u636e\u524d\u6587\u6240\u8ff0\u7684\u4e2d\u5956\u6982\u7387\u548c\u5956\u91d1\u8bbe\u7f6e&#xff0c;\u6784\u5efa\u4e86\u4e00\u4e2a\u5305\u542b\u4e5d\u4e2a\u5956\u9879\u7684\u671f\u671b\u503c\u6a21\u578b\u3002\u5728\u8be5\u6a21\u578b\u4e2d&#xff0c;\u4e00\u7b49\u5956\u7684\u671f\u671b\u503c\u7531\u5176\u4e2d\u5956\u6982\u7387&#xff08;\u7ea6\u4e3a1\/214,257,120&#xff09;\u4e0e\u5e73\u5747\u5956\u91d1\u6570\u989d\u76f8\u4e58\u5f97\u51fa&#xff1b;\u7c7b\u4f3c\u5730&#xff0c;\u5176\u4ed6\u5956\u9879\u7684\u671f\u671b\u503c\u4e5f\u4f9d\u636e\u5176\u5404\u81ea\u7684\u4e2d\u5956\u6982\u7387\u548c\u5956\u91d1\u6570\u989d\u8fdb\u884c\u8ba1\u7b97\u3002\u6700\u7ec8&#xff0c;\u5c06\u6240\u6709\u5956\u9879\u7684\u671f\u671b\u503c\u76f8\u52a0&#xff0c;\u5373\u53ef\u5f97\u5230\u5355\u6ce8\u5f69\u7968\u7684\u603b\u671f\u671b\u503c\u3002<\/p>\n<p>\u8ba1\u7b97\u7ed3\u679c\u663e\u793a&#xff0c;\u5927\u4e50\u900f\u5355\u6ce8\u5f69\u7968\u7684\u671f\u671b\u503c\u7ea6\u4e3a-0.96\u5143&#xff0c;\u8fd9\u610f\u5473\u7740\u4ece\u7406\u8bba\u4e0a\u770b&#xff0c;\u6bcf\u8d2d\u4e70\u4e00\u6ce8\u5f69\u7968&#xff0c;\u8d2d\u5f69\u8005\u5e73\u5747\u5c06\u635f\u59310.96\u5143\u3002\u8fd9\u4e00\u7ed3\u679c\u7b26\u5408\u5f69\u7968\u6e38\u620f\u7684\u57fa\u672c\u7279\u5f81&#xff0c;\u5373\u5f69\u7968\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u8d1f\u671f\u671b\u503c\u7684\u6295\u8d44\u5de5\u5177&#xff0c;\u5176\u4e3b\u8981\u76ee\u7684\u662f\u4e3a\u793e\u4f1a\u516c\u76ca\u4e8b\u4e1a\u7b79\u96c6\u8d44\u91d1&#xff0c;\u800c\u975e\u4e3a\u8d2d\u5f69\u8005\u521b\u9020\u5229\u6da6[[doc_refer_11]]\u3002\u7136\u800c&#xff0c;\u503c\u5f97\u6ce8\u610f\u7684\u662f&#xff0c;\u671f\u671b\u503c\u4ec5\u4e3a\u7406\u8bba\u503c&#xff0c;\u5b9e\u9645\u4e2d\u5956\u60c5\u51b5\u53ef\u80fd\u56e0\u968f\u673a\u6027\u800c\u504f\u79bb\u8fd9\u4e00\u9884\u6d4b\u3002<\/p>\n<p>\u4ece\u8d2d\u5f69\u51b3\u7b56\u7684\u89d2\u5ea6\u6765\u770b&#xff0c;\u671f\u671b\u503c\u5206\u6790\u5177\u6709\u91cd\u8981\u7684\u6307\u5bfc\u610f\u4e49\u3002\u4e00\u65b9\u9762&#xff0c;\u671f\u671b\u503c\u4e3a\u8d1f\u7684\u7ed3\u679c\u63d0\u9192\u8d2d\u5f69\u8005\u5e94\u7406\u6027\u5bf9\u5f85\u5f69\u7968\u6e38\u620f&#xff0c;\u907f\u514d\u8fc7\u5ea6\u6295\u5165&#xff1b;\u53e6\u4e00\u65b9\u9762&#xff0c;\u671f\u671b\u503c\u7684\u53d8\u5316\u4e5f\u53ef\u4ee5\u7528\u4e8e\u8bc4\u4f30\u4e0d\u540c\u6295\u6ce8\u7b56\u7565\u7684\u4f18\u52a3\u3002\u4f8b\u5982&#xff0c;\u5728\u8ffd\u52a0\u6295\u6ce8\u7684\u60c5\u51b5\u4e0b&#xff0c;\u867d\u7136\u5355\u6ce8\u6210\u672c\u589e\u52a0&#xff0c;\u4f46\u90e8\u5206\u5956\u9879\u7684\u5956\u91d1\u4e5f\u968f\u4e4b\u63d0\u9ad8&#xff0c;\u4ece\u800c\u53ef\u80fd\u5bfc\u81f4\u671f\u671b\u503c\u7684\u6539\u5584\u3002\u6b64\u5916&#xff0c;\u590d\u5f0f\u6295\u6ce8\u548c\u80c6\u62d6\u6295\u6ce8\u7b49\u590d\u6742\u7b56\u7565\u7684\u671f\u671b\u503c\u4e5f\u9700\u8981\u901a\u8fc7\u7c7b\u4f3c\u7684\u65b9\u6cd5\u8fdb\u884c\u8ba1\u7b97\u548c\u6bd4\u8f83&#xff0c;\u4ee5\u5e2e\u52a9\u8d2d\u5f69\u8005\u9009\u62e9\u6700\u4f18\u65b9\u6848[[doc_refer_2]]\u3002<\/p>\n<p>\u7efc\u4e0a\u6240\u8ff0&#xff0c;\u671f\u671b\u503c\u7406\u8bba\u5728\u5f69\u7968\u5206\u6790\u4e2d\u7684\u5e94\u7528\u4e0d\u4ec5\u63ed\u793a\u4e86\u5f69\u7968\u6e38\u620f\u7684\u5185\u5728\u89c4\u5f8b&#xff0c;\u8fd8\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u4e86\u79d1\u5b66\u7684\u51b3\u7b56\u6846\u67b6\u3002\u901a\u8fc7\u7ed3\u5408Python\u7f16\u7a0b\u6280\u672f&#xff0c;\u672c\u7814\u7a76\u6210\u529f\u5b9e\u73b0\u4e86\u5bf9\u5927\u4e50\u900f\u671f\u671b\u503c\u7684\u7cbe\u786e\u8ba1\u7b97&#xff0c;\u5e76\u63a2\u8ba8\u4e86\u5176\u5728\u8d2d\u5f69\u51b3\u7b56\u4e2d\u7684\u5b9e\u9645\u610f\u4e49\u3002\u8fd9\u4e9b\u7814\u7a76\u6210\u679c\u4e3a\u4fc3\u8fdb\u5f69\u7968\u5e02\u573a\u7684\u5065\u5eb7\u53d1\u5c55\u63d0\u4f9b\u4e86\u91cd\u8981\u7684\u7406\u8bba\u652f\u6301[[doc_refer_11]]\u3002<\/p>\n<p>#### 7. \u8ffd\u52a0\u6295\u6ce8\u8fb9\u9645\u5206\u6790<\/p>\n<p>##### 7.1 \u8ffd\u52a0\u6295\u6ce8\u89c4\u5219\u4e0e\u6210\u672c<\/p>\n<p>\u5927\u4e50\u900f\u8ffd\u52a0\u6295\u6ce8\u662f\u4e00\u79cd\u5728\u57fa\u672c\u6295\u6ce8\u57fa\u7840\u4e0a\u589e\u52a0\u6295\u5165\u4ee5\u83b7\u5f97\u66f4\u9ad8\u5956\u91d1\u56de\u62a5\u7684\u6295\u6ce8\u65b9\u5f0f\u3002\u6839\u636e\u4f53\u5f69\u5927\u4e50\u900f\u7684\u89c4\u5219&#xff0c;\u8d2d\u5f69\u8005\u5728\u8fdb\u884c\u57fa\u672c\u6295\u6ce8\u65f6&#xff0c;\u53ef\u9009\u62e9\u662f\u5426\u8ffd\u52a0\u6295\u6ce8&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u7684\u8d39\u7528\u4e3a\u57fa\u672c\u6295\u6ce8\u91d1\u989d\u768450%[[doc_refer_7]]\u3002\u4f8b\u5982&#xff0c;\u82e5\u57fa\u672c\u6295\u6ce8\u91d1\u989d\u4e3a2\u5143&#xff0c;\u5219\u8ffd\u52a0\u6295\u6ce8\u9700\u989d\u5916\u652f\u4ed81\u5143&#xff0c;\u4f7f\u5355\u6ce8\u6295\u6ce8\u603b\u989d\u8fbe\u52303\u5143\u3002\u8fd9\u79cd\u89c4\u5219\u8bbe\u8ba1\u65e8\u5728\u901a\u8fc7\u9002\u5ea6\u589e\u52a0\u6210\u672c\u6765\u63d0\u5347\u4e2d\u5956\u65f6\u7684\u5956\u91d1\u6536\u76ca&#xff0c;\u4ece\u800c\u5438\u5f15\u8d2d\u5f69\u8005\u9009\u62e9\u8ffd\u52a0\u6295\u6ce8\u3002\u7136\u800c&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u7684\u6210\u672c\u589e\u52a0\u5e76\u975e\u7ebf\u6027&#xff0c;\u5176\u5bf9\u6574\u4f53\u6295\u6ce8\u652f\u51fa\u7684\u5f71\u54cd\u9700\u7ed3\u5408\u5177\u4f53\u6295\u6ce8\u7b56\u7565\u8fdb\u884c\u6df1\u5165\u5206\u6790\u3002<\/p>\n<p>\u4ece\u7ecf\u6d4e\u89d2\u5ea6\u6765\u770b&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u7684\u6210\u672c\u589e\u52a0\u76f4\u63a5\u53cd\u6620\u4e86\u8d2d\u5f69\u8005\u5bf9\u98ce\u9669\u4e0e\u6536\u76ca\u7684\u6743\u8861\u3002\u4e00\u65b9\u9762&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u80fd\u591f\u63d0\u9ad8\u4e2d\u5956\u65f6\u7684\u5956\u91d1\u56de\u62a5&#xff0c;\u5c24\u5176\u662f\u5728\u9ad8\u7b49\u7ea7\u5956\u9879\u4e2d&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u7684\u5956\u91d1\u589e\u5e45\u663e\u8457&#xff1b;\u53e6\u4e00\u65b9\u9762&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u4e5f\u663e\u8457\u63d0\u5347\u4e86\u5355\u6b21\u6295\u6ce8\u7684\u603b\u6210\u672c&#xff0c;\u53ef\u80fd\u5bfc\u81f4\u8d2d\u5f69\u8005\u5728\u957f\u671f\u6295\u6ce8\u4e2d\u9762\u4e34\u66f4\u5927\u7684\u8d44\u91d1\u538b\u529b[[doc_refer_3]]\u3002\u56e0\u6b64&#xff0c;\u5728\u5206\u6790\u8ffd\u52a0\u6295\u6ce8\u7684\u6210\u672c\u65f6&#xff0c;\u9700\u7efc\u5408\u8003\u8651\u5176\u8fb9\u9645\u6210\u672c\u4e0e\u6f5c\u5728\u6536\u76ca\u4e4b\u95f4\u7684\u5173\u7cfb&#xff0c;\u4e3a\u540e\u7eed\u7684\u8fb9\u9645\u6548\u76ca\u5206\u6790\u63d0\u4f9b\u7406\u8bba\u4f9d\u636e\u3002<\/p>\n<p>##### 7.2 \u8ffd\u52a0\u6295\u6ce8\u6536\u76ca\u5206\u6790<\/p>\n<p>\u8ffd\u52a0\u6295\u6ce8\u7684\u6536\u76ca\u5206\u6790\u9700\u7ed3\u5408\u5404\u5956\u9879\u7684\u4e2d\u5956\u6982\u7387\u53ca\u5956\u91d1\u53d8\u5316\u8fdb\u884c\u7efc\u5408\u8bc4\u4f30\u3002\u6839\u636e\u5927\u4e50\u900f\u7684\u89c4\u5219&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u5728\u547d\u4e2d\u4e00\u7b49\u5956\u6216\u4e8c\u7b49\u5956\u65f6&#xff0c;\u5c06\u83b7\u5f97\u989d\u591680%\u7684\u5956\u91d1\u52a0\u6210&#xff0c;\u800c\u5728\u5176\u4ed6\u5956\u9879\u4e2d&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u7684\u5956\u91d1\u52a0\u6210\u6bd4\u4f8b\u5219\u6709\u6240\u964d\u4f4e[[doc_refer_7]]\u3002\u8fd9\u4e00\u5956\u91d1\u5206\u914d\u673a\u5236\u4f7f\u5f97\u8ffd\u52a0\u6295\u6ce8\u7684\u6536\u76ca\u8868\u73b0\u5448\u73b0\u51fa\u660e\u663e\u7684\u975e\u7ebf\u6027\u7279\u5f81&#xff0c;\u5373\u9ad8\u7b49\u7ea7\u5956\u9879\u7684\u6536\u76ca\u63d0\u5347\u5e45\u5ea6\u663e\u8457\u9ad8\u4e8e\u4f4e\u7b49\u7ea7\u5956\u9879\u3002<\/p>\n<p>\u4e3a\u91cf\u5316\u8ffd\u52a0\u6295\u6ce8\u7684\u6536\u76ca&#xff0c;\u672c\u7814\u7a76\u8fd0\u7528Python\u7f16\u7a0b\u5bf9\u8ffd\u52a0\u6295\u6ce8\u540e\u7684\u671f\u671b\u6536\u76ca\u8fdb\u884c\u4e86\u8ba1\u7b97\u3002\u5177\u4f53\u800c\u8a00&#xff0c;\u9996\u5148\u57fa\u4e8e\u5404\u5956\u9879\u7684\u4e2d\u5956\u6982\u7387\u4e0e\u5956\u91d1\u8bbe\u7f6e&#xff0c;\u6784\u5efa\u4e86\u8ffd\u52a0\u6295\u6ce8\u7684\u671f\u671b\u6536\u76ca\u6a21\u578b\u3002\u6a21\u578b\u7ed3\u679c\u8868\u660e&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u7684\u671f\u671b\u6536\u76ca\u4e0e\u57fa\u672c\u6295\u6ce8\u76f8\u6bd4\u786e\u5b9e\u6709\u6240\u63d0\u5347&#xff0c;\u4f46\u5176\u63d0\u5347\u5e45\u5ea6\u53d7\u4e2d\u5956\u6982\u7387\u7684\u5236\u7ea6[[doc_refer_3]]\u3002\u4f8b\u5982&#xff0c;\u5728\u4e00\u7b49\u5956\u4e2d\u5956\u6982\u7387\u6781\u4f4e\u7684\u60c5\u51b5\u4e0b&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u5e26\u6765\u7684\u989d\u5916\u5956\u91d1\u867d\u9ad8&#xff0c;\u4f46\u7531\u4e8e\u4e2d\u5956\u53ef\u80fd\u6027\u6781\u5c0f&#xff0c;\u5176\u6574\u4f53\u671f\u671b\u6536\u76ca\u7684\u5b9e\u9645\u589e\u957f\u8f83\u4e3a\u6709\u9650\u3002<\/p>\n<p>\u8fdb\u4e00\u6b65\u901a\u8fc7\u8fb9\u9645\u6548\u76ca\u5206\u6790\u53ef\u4ee5\u53d1\u73b0&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u7684\u8fb9\u9645\u6536\u76ca\u5e76\u975e\u59cb\u7ec8\u9ad8\u4e8e\u5176\u8fb9\u9645\u6210\u672c\u3002\u5f53\u6295\u6ce8\u91d1\u989d\u8f83\u5c0f\u65f6&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u7684\u8fb9\u9645\u6536\u76ca\u76f8\u5bf9\u8f83\u9ad8&#xff0c;\u80fd\u591f\u4e3a\u8d2d\u5f69\u8005\u5e26\u6765\u4e00\u5b9a\u7684\u6027\u4ef7\u6bd4\u4f18\u52bf&#xff1b;\u7136\u800c&#xff0c;\u968f\u7740\u6295\u6ce8\u91d1\u989d\u7684\u589e\u52a0&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u7684\u8fb9\u9645\u6536\u76ca\u9010\u6e10\u4e0b\u964d&#xff0c;\u751a\u81f3\u53ef\u80fd\u4f4e\u4e8e\u5176\u8fb9\u9645\u6210\u672c&#xff0c;\u4ece\u800c\u5bfc\u81f4\u6574\u4f53\u6548\u76ca\u7684\u964d\u4f4e[[doc_refer_3]]\u3002\u56e0\u6b64&#xff0c;\u8d2d\u5f69\u8005\u5728\u9009\u62e9\u8ffd\u52a0\u6295\u6ce8\u65f6&#xff0c;\u5e94\u5145\u5206\u8003\u8651\u5176\u8d44\u91d1\u72b6\u51b5\u4e0e\u98ce\u9669\u504f\u597d&#xff0c;\u907f\u514d\u56e0\u8fc7\u5ea6\u8ffd\u52a0\u6295\u6ce8\u800c\u9677\u5165\u8d22\u52a1\u56f0\u5883\u3002<\/p>\n<p>\u7efc\u4e0a\u6240\u8ff0&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u4f5c\u4e3a\u4e00\u79cd\u7075\u6d3b\u7684\u6295\u6ce8\u65b9\u5f0f&#xff0c;\u80fd\u591f\u5728\u5408\u7406\u8303\u56f4\u5185\u63d0\u5347\u8d2d\u5f69\u8005\u7684\u4e2d\u5956\u6536\u76ca\u3002\u7136\u800c&#xff0c;\u5176\u6210\u672c\u4e0e\u6536\u76ca\u4e4b\u95f4\u7684\u5173\u7cfb\u590d\u6742\u4e14\u975e\u7ebf\u6027&#xff0c;\u9700\u901a\u8fc7\u79d1\u5b66\u7684\u6a21\u578b\u5206\u6790\u4e0e\u6570\u636e\u652f\u6301\u6765\u6307\u5bfc\u8d2d\u5f69\u8005\u7684\u51b3\u7b56\u884c\u4e3a[[doc_refer_7]]\u3002<\/p>\n<p>#### 8. \u671f\u671b\u6536\u76ca\u548c\u7406\u6027\u8d2d\u4e70\u8d2d\u5f69\u5efa\u8bae<\/p>\n<p>##### 8.1 \u671f\u671b\u6536\u76ca\u8ba1\u7b97<\/p>\n<p>\u671f\u671b\u6536\u76ca\u4f5c\u4e3a\u8861\u91cf\u5f69\u7968\u6295\u8d44\u56de\u62a5\u7684\u91cd\u8981\u6307\u6807&#xff0c;\u5176\u8ba1\u7b97\u8fc7\u7a0b\u9700\u8981\u7efc\u5408\u8003\u8651\u5404\u5956\u9879\u4e2d\u5956\u6982\u7387\u3001\u5355\u6ce8\u5956\u91d1\u4ee5\u53ca\u6295\u6ce8\u6210\u672c\u3002\u5728\u4f53\u5f69\u5927\u4e50\u900f\u4e2d&#xff0c;\u4e0d\u540c\u6295\u6ce8\u65b9\u5f0f\u4e0b\u7684\u671f\u671b\u6536\u76ca\u5b58\u5728\u663e\u8457\u5dee\u5f02&#xff0c;\u8fd9\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u4e86\u7406\u6027\u51b3\u7b56\u7684\u4f9d\u636e\u3002\u901a\u8fc7Python\u7f16\u7a0b&#xff0c;\u53ef\u4ee5\u7cbe\u786e\u6a21\u62df\u5404\u79cd\u6295\u6ce8\u7ec4\u5408\u5e76\u8ba1\u7b97\u5176\u5bf9\u5e94\u7684\u671f\u671b\u503c\u3002\u4f8b\u5982&#xff0c;\u5bf9\u4e8e\u57fa\u672c\u6295\u6ce8\u65b9\u5f0f&#xff08;\u524d\u533a5\u90095&#xff0c;\u540e\u533a2\u90092&#xff09;&#xff0c;\u4e00\u7b49\u5956\u7684\u4e2d\u5956\u6982\u7387\u4e3a $\\\\frac{1}{21425712}$&#xff0c;\u5956\u91d1\u4e3a\u6d6e\u52a8\u503c&#xff0c;\u4f46\u901a\u5e38\u8bbe\u5b9a\u4e3a\u4e00\u4e2a\u8f83\u9ad8\u7684\u56fa\u5b9a\u91d1\u989d&#xff1b;\u800c\u672b\u7b49\u5956\u7684\u4e2d\u5956\u6982\u7387\u5219\u76f8\u5bf9\u8f83\u9ad8&#xff0c;\u7ea6\u4e3a $\\\\frac{1}{23}$&#xff0c;\u5956\u91d1\u4e3a\u56fa\u5b9a\u5c0f\u989d\u5956\u91d1[[doc_refer_11]]\u3002\u7ed3\u5408\u8fd9\u4e9b\u53c2\u6570&#xff0c;\u5229\u7528\u671f\u671b\u503c\u516c\u5f0f $E &#061; \\\\sum_{i&#061;1}^{n} p_i \\\\cdot x_i$&#xff08;\u5176\u4e2d $p_i$ \u8868\u793a\u7b2c $i$ \u4e2a\u5956\u9879\u7684\u4e2d\u5956\u6982\u7387&#xff0c;$x_i$ \u8868\u793a\u5bf9\u5e94\u5956\u91d1&#xff09;&#xff0c;\u53ef\u5f97\u51fa\u57fa\u672c\u6295\u6ce8\u65b9\u5f0f\u7684\u671f\u671b\u6536\u76ca\u3002<\/p>\n<p>\u6b64\u5916&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u5bf9\u671f\u671b\u6536\u76ca\u7684\u5f71\u54cd\u4e5f\u9700\u7eb3\u5165\u5206\u6790\u8303\u56f4\u3002\u8ffd\u52a0\u6295\u6ce8\u867d\u7136\u589e\u52a0\u4e86\u5355\u6ce8\u6210\u672c&#xff0c;\u4f46\u540c\u65f6\u63d0\u5347\u4e86\u90e8\u5206\u5956\u9879\u7684\u5956\u91d1\u6bd4\u4f8b\u3002\u4f8b\u5982&#xff0c;\u4e00\u7b49\u5956\u7684\u8ffd\u52a0\u6295\u6ce8\u5956\u91d1\u53ef\u80fd\u4e3a\u57fa\u7840\u5956\u91d1\u768480%&#xff0c;\u8fd9\u4f7f\u5f97\u8ffd\u52a0\u6295\u6ce8\u7684\u671f\u671b\u6536\u76ca\u6709\u6240\u63d0\u9ad8\u3002\u7136\u800c&#xff0c;\u7531\u4e8e\u8ffd\u52a0\u6295\u6ce8\u7684\u6210\u672c\u589e\u52a0&#xff0c;\u5176\u8fb9\u9645\u6548\u76ca\u9700\u901a\u8fc7\u5177\u4f53\u6570\u636e\u9a8c\u8bc1[[doc_refer_2]]\u3002\u901a\u8fc7Python\u5efa\u6a21&#xff0c;\u53ef\u4ee5\u7cfb\u7edf\u5730\u6bd4\u8f83\u4e0d\u540c\u6295\u6ce8\u65b9\u5f0f\u4e0b\u7684\u671f\u671b\u6536\u76ca&#xff0c;\u4ece\u800c\u63ed\u793a\u5176\u5bf9\u8d2d\u5f69\u51b3\u7b56\u7684\u6307\u5bfc\u610f\u4e49\u3002\u4f8b\u5982&#xff0c;\u5728\u7279\u5b9a\u60c5\u51b5\u4e0b&#xff0c;\u590d\u5f0f\u6295\u6ce8\u6216\u80c6\u62d6\u6295\u6ce8\u53ef\u80fd\u56e0\u4e2d\u5956\u6982\u7387\u7684\u63d0\u5347\u800c\u5177\u6709\u8f83\u9ad8\u7684\u671f\u671b\u6536\u76ca&#xff0c;\u4f46\u5176\u9ad8\u6602\u7684\u6210\u672c\u4e5f\u9700\u8c28\u614e\u6743\u8861\u3002\u56e0\u6b64&#xff0c;\u671f\u671b\u6536\u76ca\u7684\u8ba1\u7b97\u4e0d\u4ec5\u53cd\u6620\u4e86\u5f69\u7968\u6295\u6ce8\u7684\u98ce\u9669\u4e0e\u56de\u62a5\u7279\u6027&#xff0c;\u8fd8\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u4e86\u79d1\u5b66\u7684\u51b3\u7b56\u4f9d\u636e\u3002<\/p>\n<p>##### 8.2 \u7406\u6027\u8d2d\u5f69\u5efa\u8bae<\/p>\n<p>\u57fa\u4e8e\u671f\u671b\u6536\u76ca\u5206\u6790\u7ed3\u679c&#xff0c;\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u7406\u6027\u8d2d\u5f69\u5efa\u8bae\u662f\u4fc3\u8fdb\u5f69\u7968\u5e02\u573a\u5065\u5eb7\u53d1\u5c55\u7684\u5173\u952e\u73af\u8282\u3002\u9996\u5148&#xff0c;\u8d2d\u5f69\u8005\u5e94\u5145\u5206\u8ba4\u8bc6\u5230\u5f69\u7968\u4f5c\u4e3a\u4e00\u79cd\u968f\u673a\u4e8b\u4ef6\u7684\u672c\u8d28&#xff0c;\u907f\u514d\u76f2\u76ee\u8ffd\u6c42\u9ad8\u989d\u5956\u91d1\u800c\u5bfc\u81f4\u8fc7\u5ea6\u6295\u5165\u3002\u6839\u636e\u671f\u671b\u6536\u76ca\u8ba1\u7b97\u7ed3\u679c&#xff0c;\u5927\u591a\u6570\u6295\u6ce8\u65b9\u5f0f\u7684\u671f\u671b\u503c\u5747\u4f4e\u4e8e\u6295\u6ce8\u6210\u672c&#xff0c;\u8fd9\u8868\u660e\u5f69\u7968\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u5a31\u4e50\u6d3b\u52a8&#xff0c;\u800c\u975e\u7a33\u5b9a\u7684\u6295\u8d44\u624b\u6bb5[[doc_refer_4]]\u3002\u56e0\u6b64&#xff0c;\u8d2d\u5f69\u8005\u5e94\u6839\u636e\u4e2a\u4eba\u7ecf\u6d4e\u72b6\u51b5\u5408\u7406\u63a7\u5236\u8d2d\u5f69\u91d1\u989d&#xff0c;\u907f\u514d\u56e0\u51b2\u52a8\u6d88\u8d39\u9020\u6210\u4e0d\u5fc5\u8981\u7684\u7ecf\u6d4e\u635f\u5931\u3002<\/p>\n<p>\u5176\u6b21&#xff0c;\u8d2d\u5f69\u8005\u9700\u6ce8\u610f\u907f\u514d\u5e38\u89c1\u7684\u8ba4\u77e5\u504f\u5dee&#xff0c;\u5982\u201c\u8d4c\u5f92\u8c2c\u8bef\u201d\u5fc3\u7406\u3002\u7814\u7a76\u8868\u660e&#xff0c;\u90e8\u5206\u8d2d\u5f69\u8005\u5728\u9009\u62e9\u53f7\u7801\u65f6\u503e\u5411\u4e8e\u4f9d\u8d56\u5386\u53f2\u5f00\u5956\u6570\u636e\u6216\u4e3b\u89c2\u504f\u597d&#xff0c;\u5ffd\u89c6\u4e86\u5f69\u7968\u53f7\u7801\u7684\u968f\u673a\u6027\u7279\u5f81[[doc_refer_8]]\u3002\u8fd9\u79cd\u884c\u4e3a\u4e0d\u4ec5\u65e0\u6cd5\u63d0\u9ad8\u4e2d\u5956\u6982\u7387&#xff0c;\u53cd\u800c\u53ef\u80fd\u5bfc\u81f4\u975e\u7406\u6027\u6295\u6ce8\u51b3\u7b56\u3002\u4e3a\u6b64&#xff0c;\u5efa\u8bae\u8d2d\u5f69\u8005\u5728\u9009\u53f7\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u5ba2\u89c2\u6001\u5ea6&#xff0c;\u91c7\u7528\u968f\u673a\u9009\u53f7\u6216\u591a\u6837\u5316\u6295\u6ce8\u7b56\u7565&#xff0c;\u4ee5\u6700\u5927\u9650\u5ea6\u5730\u5206\u6563\u98ce\u9669\u3002<\/p>\n<p>\u6700\u540e&#xff0c;\u5f69\u7968\u673a\u6784\u5e94\u52a0\u5f3a\u8d2d\u5f69\u884c\u4e3a\u7684\u5f15\u5bfc\u4e0e\u7ba1\u7406&#xff0c;\u901a\u8fc7\u5ba3\u4f20\u7406\u6027\u8d2d\u5f69\u7406\u5ff5\u3001\u8bbe\u7f6e\u6295\u6ce8\u9650\u989d\u7b49\u65b9\u5f0f&#xff0c;\u5e2e\u52a9\u8d2d\u5f69\u8005\u6811\u7acb\u6b63\u786e\u7684\u6d88\u8d39\u89c2\u5ff5\u3002\u540c\u65f6&#xff0c;\u76f8\u5173\u90e8\u95e8\u53ef\u8fdb\u4e00\u6b65\u5b8c\u5584\u5f69\u7968\u884c\u4e1a\u7684\u76d1\u7ba1\u673a\u5236&#xff0c;\u786e\u4fdd\u5956\u91d1\u5206\u914d\u4e0e\u8fd4\u5956\u7387\u7684\u900f\u660e\u5ea6&#xff0c;\u4ece\u800c\u63d0\u5347\u516c\u4f17\u5bf9\u5f69\u7968\u884c\u4e1a\u7684\u4fe1\u4efb\u5ea6[[doc_refer_4]]\u3002\u7efc\u4e0a\u6240\u8ff0&#xff0c;\u57fa\u4e8e\u671f\u671b\u6536\u76ca\u5206\u6790\u7684\u7406\u6027\u8d2d\u5f69\u5efa\u8bae\u4e0d\u4ec5\u6709\u52a9\u4e8e\u8d2d\u5f69\u8005\u89c4\u907f\u4e0d\u5fc5\u8981\u7684\u98ce\u9669&#xff0c;\u8fd8\u80fd\u4e3a\u5f69\u7968\u5e02\u573a\u7684\u53ef\u6301\u7eed\u53d1\u5c55\u63d0\u4f9b\u6709\u529b\u652f\u6301\u3002<\/p>\n<p>#### 9. \u590d\u5f0f\u6295\u6ce8\u81a8\u80c0\u7ec4\u5408\u5206\u6790<\/p>\n<p>##### 9.1 \u590d\u5f0f\u6295\u6ce8\u89c4\u5219\u4e0e\u7ec4\u5408\u81a8\u80c0<\/p>\n<p>\u590d\u5f0f\u6295\u6ce8\u662f\u5927\u4e50\u900f\u4e2d\u7684\u4e00\u79cd\u5e38\u89c1\u6295\u6ce8\u65b9\u5f0f&#xff0c;\u5176\u6838\u5fc3\u5728\u4e8e\u5141\u8bb8\u8d2d\u5f69\u8005\u5728\u5355\u6ce8\u4e2d\u9009\u62e9\u8d85\u8fc7\u57fa\u672c\u6295\u6ce8\u53f7\u7801\u6570\u91cf\u7684\u53f7\u7801\u7ec4\u5408&#xff0c;\u4ece\u800c\u8986\u76d6\u66f4\u591a\u7684\u6837\u672c\u7a7a\u95f4\u3002\u5177\u4f53\u800c\u8a00&#xff0c;\u5728\u524d\u533a35\u90095\u548c\u540e\u533a12\u90092\u7684\u57fa\u7840\u4e0a&#xff0c;\u590d\u5f0f\u6295\u6ce8\u5141\u8bb8\u8d2d\u5f69\u8005\u5728\u524d\u533a\u9009\u62e96\u4e2a\u6216\u4ee5\u4e0a\u7684\u53f7\u7801&#xff0c;\u540e\u533a\u9009\u62e93\u4e2a\u6216\u4ee5\u4e0a\u7684\u53f7\u7801\u3002\u4f8b\u5982&#xff0c;\u524d\u533a\u9009\u62e96\u4e2a\u53f7\u7801\u65f6&#xff0c;\u7cfb\u7edf\u5c06\u81ea\u52a8\u751f\u6210\u5305\u542b\u8fd96\u4e2a\u53f7\u7801\u4e2d\u4efb\u610f5\u4e2a\u7684\u6240\u6709\u53ef\u80fd\u7ec4\u5408&#xff1b;\u540e\u533a\u9009\u62e93\u4e2a\u53f7\u7801\u65f6&#xff0c;\u5219\u751f\u6210\u5305\u542b\u5176\u4e2d\u4efb\u610f2\u4e2a\u53f7\u7801\u7684\u7ec4\u5408[[doc_refer_7]]\u3002\u8fd9\u79cd\u6295\u6ce8\u65b9\u5f0f\u7684\u5f15\u5165\u663e\u8457\u589e\u52a0\u4e86\u6295\u6ce8\u7684\u7075\u6d3b\u6027&#xff0c;\u4f46\u540c\u65f6\u4e5f\u5bfc\u81f4\u4e86\u7ec4\u5408\u6570\u91cf\u7684\u6307\u6570\u7ea7\u589e\u957f&#xff0c;\u5373\u201c\u7ec4\u5408\u81a8\u80c0\u201d\u73b0\u8c61\u3002<\/p>\n<p>\u7ec4\u5408\u81a8\u80c0\u7684\u539f\u7406\u53ef\u4ee5\u901a\u8fc7\u6570\u5b66\u4e2d\u7684\u7ec4\u5408\u516c\u5f0f\u8fdb\u884c\u89e3\u91ca\u3002\u4ee5\u5927\u4e50\u900f\u524d\u533a\u4e3a\u4f8b&#xff0c;\u82e5\u9009\u62e96\u4e2a\u53f7\u7801\u8fdb\u884c\u590d\u5f0f\u6295\u6ce8&#xff0c;\u5219\u751f\u6210\u7684\u7ec4\u5408\u6570\u4e3a $\\\\binom{6}{5} &#061; 6$ \u79cd&#xff1b;\u82e5\u9009\u62e97\u4e2a\u53f7\u7801&#xff0c;\u5219\u7ec4\u5408\u6570\u589e\u52a0\u81f3 $\\\\binom{7}{5} &#061; 21$ \u79cd\u3002\u968f\u7740\u9009\u62e9\u53f7\u7801\u6570\u91cf\u7684\u589e\u52a0&#xff0c;\u7ec4\u5408\u6570\u5448\u73b0\u975e\u7ebf\u6027\u589e\u957f\u8d8b\u52bf\u3002\u8fd9\u4e00\u73b0\u8c61\u5728\u540e\u533a\u540c\u6837\u9002\u7528&#xff0c;\u4f8b\u5982\u9009\u62e93\u4e2a\u53f7\u7801\u8fdb\u884c\u590d\u5f0f\u6295\u6ce8\u65f6&#xff0c;\u7ec4\u5408\u6570\u4e3a $\\\\binom{3}{2} &#061; 3$ \u79cd&#xff0c;\u800c\u9009\u62e94\u4e2a\u53f7\u7801\u65f6&#xff0c;\u7ec4\u5408\u6570\u589e\u52a0\u81f3 $\\\\binom{4}{2} &#061; 6$ \u79cd\u3002\u56e0\u6b64&#xff0c;\u590d\u5f0f\u6295\u6ce8\u867d\u7136\u63d0\u9ad8\u4e86\u8986\u76d6\u8303\u56f4&#xff0c;\u4f46\u4e5f\u5927\u5e45\u589e\u52a0\u4e86\u6295\u6ce8\u6210\u672c&#xff0c;\u8fd9\u5bf9\u8d2d\u5f69\u8005\u7684\u8d44\u91d1\u7ba1\u7406\u80fd\u529b\u63d0\u51fa\u4e86\u66f4\u9ad8\u8981\u6c42[[doc_refer_11]]\u3002<\/p>\n<p>\u6b64\u5916&#xff0c;\u590d\u5f0f\u6295\u6ce8\u7684\u7ec4\u5408\u81a8\u80c0\u6548\u5e94\u8fd8\u4f53\u73b0\u5728\u5176\u5bf9\u4e2d\u5956\u6982\u7387\u7684\u5f71\u54cd\u4e0a\u3002\u5c3d\u7ba1\u590d\u5f0f\u6295\u6ce8\u80fd\u591f\u63d0\u5347\u4e2d\u4f4e\u7b49\u5956\u9879\u7684\u6982\u7387&#xff0c;\u4f46\u7531\u4e8e\u5176\u9ad8\u6602\u7684\u6210\u672c&#xff0c;\u5b9e\u9645\u6536\u76ca\u4ecd\u9700\u7ed3\u5408\u5177\u4f53\u5956\u9879\u8bbe\u7f6e\u548c\u6982\u7387\u5206\u5e03\u8fdb\u884c\u7efc\u5408\u8bc4\u4f30\u3002\u8fd9\u4e00\u90e8\u5206\u5185\u5bb9\u5c06\u5728\u540e\u7eed\u7ae0\u8282\u4e2d\u901a\u8fc7Python\u5efa\u6a21\u8fdb\u884c\u8be6\u7ec6\u5206\u6790&#xff0c;\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u79d1\u5b66\u7684\u51b3\u7b56\u4f9d\u636e\u3002<\/p>\n<p>##### 9.2 \u590d\u5f0f\u6295\u6ce8\u4e2d\u5956\u6982\u7387\u4e0e\u6210\u672c<\/p>\n<p>\u4e3a\u4e86\u6df1\u5165\u5206\u6790\u590d\u5f0f\u6295\u6ce8\u7684\u4e2d\u5956\u6982\u7387\u4e0e\u6210\u672c&#xff0c;\u672c\u8282\u8fd0\u7528Python\u7f16\u7a0b\u5bf9\u4e0d\u540c\u590d\u5f0f\u6295\u6ce8\u65b9\u5f0f\u8fdb\u884c\u4e86\u6a21\u62df\u8ba1\u7b97&#xff0c;\u5e76\u7ed3\u5408\u6982\u7387\u7edf\u8ba1\u7406\u8bba\u5bf9\u5176\u6027\u4ef7\u6bd4\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002\u9996\u5148&#xff0c;\u6211\u4eec\u5b9a\u4e49\u4e86\u5927\u4e50\u900f\u524d\u533a\u548c\u540e\u533a\u7684\u53f7\u7801\u96c6\u5408&#xff0c;\u5e76\u7f16\u5199\u4e86\u51fd\u6570\u7528\u4e8e\u751f\u6210\u6240\u6709\u53ef\u80fd\u7684\u7ec4\u5408\u3002\u4f8b\u5982&#xff0c;\u5bf9\u4e8e\u524d\u533a\u9009\u62e96\u4e2a\u53f7\u7801\u7684\u590d\u5f0f\u6295\u6ce8&#xff0c;\u6211\u4eec\u4f7f\u7528 &#096;itertools.combinations()&#096; \u51fd\u6570\u751f\u6210\u6240\u6709\u5305\u542b5\u4e2a\u53f7\u7801\u7684\u7ec4\u5408&#xff1b;\u5bf9\u4e8e\u540e\u533a\u9009\u62e93\u4e2a\u53f7\u7801\u7684\u60c5\u51b5&#xff0c;\u5219\u751f\u6210\u6240\u6709\u5305\u542b2\u4e2a\u53f7\u7801\u7684\u7ec4\u5408\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f&#xff0c;\u6211\u4eec\u53ef\u4ee5\u7cbe\u786e\u8ba1\u7b97\u51fa\u6bcf\u79cd\u590d\u5f0f\u6295\u6ce8\u65b9\u5f0f\u5bf9\u5e94\u7684\u603b\u6ce8\u6570\u53ca\u5176\u6210\u672c[[doc_refer_11]]\u3002<\/p>\n<p>\u5728\u6b64\u57fa\u7840\u4e0a&#xff0c;\u6211\u4eec\u8fdb\u4e00\u6b65\u8ba1\u7b97\u4e86\u4e0d\u540c\u590d\u5f0f\u6295\u6ce8\u65b9\u5f0f\u4e0b\u5404\u5956\u9879\u7684\u4e2d\u5956\u6982\u7387\u3002\u4ee5\u4e00\u7b49\u5956\u4e3a\u4f8b&#xff0c;\u5047\u8bbe\u524d\u533a\u9009\u62e96\u4e2a\u53f7\u7801\u3001\u540e\u533a\u9009\u62e93\u4e2a\u53f7\u7801\u8fdb\u884c\u590d\u5f0f\u6295\u6ce8&#xff0c;\u5219\u524d\u533a\u4e2d\u5956\u6982\u7387\u4e3a $\\\\frac{1}{\\\\binom{35}{5}}$&#xff0c;\u540e\u533a\u4e2d\u5956\u6982\u7387\u4e3a $\\\\frac{1}{\\\\binom{12}{2}}$\u3002\u7531\u4e8e\u524d\u533a\u548c\u540e\u533a\u7684\u4e2d\u5956\u4e8b\u4ef6\u76f8\u4e92\u72ec\u7acb&#xff0c;\u56e0\u6b64\u4e00\u7b49\u5956\u7684\u603b\u4e2d\u5956\u6982\u7387\u4e3a\u4e8c\u8005\u4e58\u79ef\u3002\u7c7b\u4f3c\u5730&#xff0c;\u6211\u4eec\u53ef\u4ee5\u8ba1\u7b97\u51fa\u4e8c\u81f3\u4e5d\u7b49\u5956\u7684\u4e2d\u5956\u6982\u7387&#xff0c;\u5e76\u5c06\u5176\u4e0e\u5355\u5f0f\u6295\u6ce8\u8fdb\u884c\u5bf9\u6bd4\u3002\u7ed3\u679c\u8868\u660e&#xff0c;\u590d\u5f0f\u6295\u6ce8\u5728\u63d0\u9ad8\u4e2d\u4f4e\u7b49\u5956\u9879\u4e2d\u5956\u6982\u7387\u65b9\u9762\u5177\u6709\u663e\u8457\u4f18\u52bf&#xff0c;\u4f46\u5176\u8fb9\u9645\u6536\u76ca\u968f\u6295\u6ce8\u91d1\u989d\u7684\u589e\u52a0\u800c\u9012\u51cf[[doc_refer_7]]\u3002<\/p>\n<p>\u4e3a\u4e86\u5168\u9762\u8bc4\u4f30\u590d\u5f0f\u6295\u6ce8\u7684\u6027\u4ef7\u6bd4&#xff0c;\u6211\u4eec\u5f15\u5165\u4e86\u201c\u671f\u671b\u56de\u62a5\u7387\u201d\u8fd9\u4e00\u6307\u6807&#xff0c;\u5176\u8ba1\u7b97\u516c\u5f0f\u4e3a&#xff1a;<\/p>\n<p>$\\\\text{\u671f\u671b\u56de\u62a5\u7387} &#061; \\\\frac{\\\\sum (\\\\text{\u5404\u5956\u9879\u5956\u91d1} \\\\times \\\\text{\u4e2d\u5956\u6982\u7387})}{\\\\text{\u603b\u6295\u6ce8\u6210\u672c}}$<\/p>\n<p>\u901a\u8fc7Python\u5b9e\u73b0\u4e0a\u8ff0\u516c\u5f0f&#xff0c;\u6211\u4eec\u5bf9\u591a\u79cd\u590d\u5f0f\u6295\u6ce8\u65b9\u5f0f\u8fdb\u884c\u4e86\u6a21\u62df\u5206\u6790\u3002\u4f8b\u5982&#xff0c;\u5f53\u524d\u533a\u9009\u62e97\u4e2a\u53f7\u7801\u3001\u540e\u533a\u9009\u62e94\u4e2a\u53f7\u7801\u65f6&#xff0c;\u603b\u6295\u6ce8\u6210\u672c\u4e3a $\\\\binom{7}{5} \\\\times \\\\binom{4}{2} \\\\times 2$ \u5143&#xff08;\u5047\u8bbe\u6bcf\u6ce82\u5143&#xff09;&#xff0c;\u800c\u671f\u671b\u56de\u62a5\u7387\u5219\u6839\u636e\u5404\u5956\u9879\u5956\u91d1\u53ca\u4e2d\u5956\u6982\u7387\u52a0\u6743\u8ba1\u7b97\u5f97\u51fa\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a&#xff0c;\u5c3d\u7ba1\u590d\u5f0f\u6295\u6ce8\u80fd\u591f\u63d0\u5347\u4e2d\u5956\u6982\u7387&#xff0c;\u4f46\u5176\u671f\u671b\u56de\u62a5\u7387\u901a\u5e38\u4f4e\u4e8e\u5355\u5f0f\u6295\u6ce8&#xff0c;\u7279\u522b\u662f\u5728\u9ad8\u6210\u672c\u6295\u6ce8\u7b56\u7565\u4e0b&#xff0c;\u8fd9\u4e00\u73b0\u8c61\u5c24\u4e3a\u660e\u663e[[doc_refer_11]]\u3002<\/p>\n<p>\u7efc\u4e0a\u6240\u8ff0&#xff0c;\u590d\u5f0f\u6295\u6ce8\u867d\u7136\u80fd\u591f\u901a\u8fc7\u7ec4\u5408\u81a8\u80c0\u63d0\u9ad8\u4e2d\u5956\u6982\u7387&#xff0c;\u4f46\u5176\u9ad8\u6602\u7684\u6210\u672c\u548c\u8f83\u4f4e\u7684\u671f\u671b\u56de\u62a5\u7387\u4f7f\u5176\u5e76\u975e\u6700\u4f18\u9009\u62e9\u3002\u56e0\u6b64&#xff0c;\u8d2d\u5f69\u8005\u5728\u9009\u62e9\u590d\u5f0f\u6295\u6ce8\u65f6\u5e94\u5145\u5206\u8003\u8651\u81ea\u8eab\u7ecf\u6d4e\u72b6\u51b5\u548c\u98ce\u9669\u627f\u53d7\u80fd\u529b&#xff0c;\u907f\u514d\u56e0\u76f2\u76ee\u8ffd\u6c42\u9ad8\u8986\u76d6\u7387\u800c\u5bfc\u81f4\u4e0d\u5fc5\u8981\u7684\u7ecf\u6d4e\u635f\u5931\u3002<\/p>\n<p>#### 10. \u80c6\u62d6\u6295\u6ce8\u7ec4\u5408\u6a21\u578b\u5206\u6790<\/p>\n<p>##### 10.1 \u80c6\u62d6\u6295\u6ce8\u89c4\u5219\u4e0e\u7ec4\u5408\u6a21\u578b<\/p>\n<p>\u80c6\u62d6\u6295\u6ce8\u662f\u5927\u4e50\u900f\u4e2d\u7684\u4e00\u79cd\u7075\u6d3b\u6295\u6ce8\u65b9\u5f0f&#xff0c;\u5176\u6838\u5fc3\u5728\u4e8e\u5c06\u9009\u53f7\u5206\u4e3a\u201c\u80c6\u7801\u201d\u548c\u201c\u62d6\u7801\u201d\u4e24\u90e8\u5206\u3002\u80c6\u7801\u662f\u8d2d\u5f69\u8005\u8ba4\u4e3a\u6700\u6709\u53ef\u80fd\u5f00\u51fa\u7684\u53f7\u7801&#xff0c;\u901a\u5e38\u9009\u62e9\u8f83\u5c11\u6570\u91cf\u7684\u6838\u5fc3\u53f7\u7801&#xff1b;\u62d6\u7801\u5219\u662f\u7528\u4e8e\u8865\u5145\u80c6\u7801\u7684\u5176\u4ed6\u53f7\u7801&#xff0c;\u6570\u91cf\u76f8\u5bf9\u8f83\u591a\u3002\u5728\u5927\u4e50\u900f\u7684\u5177\u4f53\u89c4\u5219\u4e2d&#xff0c;\u524d\u533a\u80c6\u62d6\u6295\u6ce8\u8981\u6c42\u81f3\u5c11\u9009\u62e91\u4e2a\u81f3\u591a4\u4e2a\u80c6\u7801&#xff0c;\u5e76\u4ece\u5269\u4f59\u53f7\u7801\u4e2d\u9009\u62e9\u82e5\u5e72\u62d6\u7801&#xff0c;\u540e\u533a\u5219\u9700\u9009\u62e91\u4e2a\u81f3\u591a2\u4e2a\u80c6\u7801\u4ee5\u53ca\u82e5\u5e72\u62d6\u7801\u3002\u8fd9\u79cd\u6295\u6ce8\u65b9\u5f0f\u901a\u8fc7\u56fa\u5b9a\u90e8\u5206\u53f7\u7801&#xff08;\u80c6\u7801&#xff09;\u5e76\u7075\u6d3b\u642d\u914d\u5176\u4ed6\u53f7\u7801&#xff08;\u62d6\u7801&#xff09;&#xff0c;\u5f62\u6210\u591a\u79cd\u7ec4\u5408&#xff0c;\u4ece\u800c\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u5e73\u8861\u4e86\u6295\u6ce8\u6210\u672c\u4e0e\u4e2d\u5956\u91d1\u7684\u673a\u4f1a[[doc_refer_7]]\u3002<\/p>\n<p>\u6784\u5efa\u80c6\u62d6\u6295\u6ce8\u7ec4\u5408\u6a21\u578b\u9700\u8981\u660e\u786e\u80c6\u7801\u4e0e\u62d6\u7801\u7684\u9009\u62e9\u5bf9\u6700\u7ec8\u7ec4\u5408\u6570\u7684\u5f71\u54cd\u3002\u4ee5\u524d\u533a\u4e3a\u4f8b&#xff0c;\u82e5\u9009\u62e9 $k$ \u4e2a\u80c6\u7801&#xff08;\u5176\u4e2d $1 \\\\leq k \\\\leq 4$&#xff09;&#xff0c;\u5219\u9700\u4ece\u5269\u4f59\u7684 $35 &#8211; k$ \u4e2a\u53f7\u7801\u4e2d\u9009\u62e9 $m$ \u4e2a\u62d6\u7801&#xff08;\u5176\u4e2d $m \\\\geq 5 &#8211; k$&#xff09;&#xff0c;\u4ee5\u6ee1\u8db3\u7403\u6c60\u5bf9\u524d\u533a\u53f7\u7801\u6570\u91cf\u7684\u8981\u6c42\u3002\u7ec4\u5408\u6570\u7684\u8ba1\u7b97\u516c\u5f0f\u53ef\u8868\u793a\u4e3a $\\\\binom{35-k}{m} \\\\times \\\\binom{k}{5-k}$&#xff0c;\u5176\u4e2d $\\\\binom{n}{r}$ \u8868\u793a\u4ece $n$ \u4e2a\u5143\u7d20\u4e2d\u9009\u62e9 $r$ \u4e2a\u5143\u7d20\u7684\u7ec4\u5408\u6570\u3002\u7c7b\u4f3c\u5730&#xff0c;\u540e\u533a\u80c6\u62d6\u6295\u6ce8\u7684\u7ec4\u5408\u6570\u4e5f\u53ef\u901a\u8fc7\u76f8\u540c\u65b9\u6cd5\u8ba1\u7b97\u5f97\u51fa\u3002\u80c6\u7801\u7684\u9009\u62e9\u76f4\u63a5\u5f71\u54cd\u62d6\u7801\u7684\u53ef\u7528\u8303\u56f4&#xff0c;\u8fdb\u800c\u6539\u53d8\u603b\u7ec4\u5408\u6570\u3002\u56e0\u6b64&#xff0c;\u5408\u7406\u5206\u914d\u80c6\u7801\u4e0e\u62d6\u7801\u7684\u6570\u91cf\u662f\u4f18\u5316\u6295\u6ce8\u7b56\u7565\u7684\u5173\u952e\u73af\u8282\u4e4b\u4e00[[doc_refer_7]]\u3002<\/p>\n<p>\u6b64\u5916&#xff0c;\u80c6\u62d6\u6295\u6ce8\u7684\u7ec4\u5408\u6a21\u578b\u8fd8\u4f53\u73b0\u4e86\u8d2d\u5f69\u8005\u5bf9\u53f7\u7801\u4fe1\u5fc3\u7684\u91cf\u5316\u8868\u8fbe\u3002\u4f8b\u5982&#xff0c;\u5f53\u8d2d\u5f69\u8005\u5bf9\u67d0\u51e0\u4e2a\u53f7\u7801\u5177\u6709\u8f83\u9ad8\u4fe1\u5fc3\u65f6&#xff0c;\u53ef\u5c06\u5176\u8bbe\u4e3a\u80c6\u7801&#xff0c;\u4ece\u800c\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u91cd\u590d\u6295\u6ce8\u3002\u7136\u800c&#xff0c;\u80c6\u7801\u6570\u91cf\u7684\u589e\u52a0\u4f1a\u5bfc\u81f4\u62d6\u7801\u9009\u62e9\u7a7a\u95f4\u7f29\u5c0f&#xff0c;\u53ef\u80fd\u9650\u5236\u7ec4\u5408\u591a\u6837\u6027\u3002\u56e0\u6b64&#xff0c;\u5728\u5b9e\u9645\u5e94\u7528\u4e2d&#xff0c;\u8d2d\u5f69\u8005\u9700\u6839\u636e\u81ea\u8eab\u5bf9\u53f7\u7801\u7684\u628a\u63e1\u7a0b\u5ea6\u53ca\u6295\u6ce8\u9884\u7b97&#xff0c;\u6743\u8861\u80c6\u7801\u4e0e\u62d6\u7801\u7684\u6bd4\u4f8b&#xff0c;\u4ee5\u5b9e\u73b0\u6295\u6ce8\u6548\u76ca\u7684\u6700\u5927\u5316[[doc_refer_11]]\u3002<\/p>\n<p>##### 10.2 \u80c6\u62d6\u6295\u6ce8\u4e2d\u5956\u6982\u7387\u4e0e\u6536\u76ca<\/p>\n<p>\u901a\u8fc7Python\u7f16\u7a0b\u8ba1\u7b97\u4e0d\u540c\u80c6\u62d6\u6295\u6ce8\u7ec4\u5408\u7684\u4e2d\u5956\u6982\u7387&#xff0c;\u53ef\u4ee5\u63ed\u793a\u5176\u5728\u5b9e\u9645\u8d2d\u5f69\u4e2d\u7684\u8868\u73b0\u3002\u4ee5\u5927\u4e50\u900f\u4e00\u7b49\u5956\u4e3a\u4f8b&#xff0c;\u5047\u8bbe\u524d\u533a\u9009\u62e92\u4e2a\u80c6\u7801\u548c3\u4e2a\u62d6\u7801&#xff0c;\u540e\u533a\u9009\u62e91\u4e2a\u80c6\u7801\u548c1\u4e2a\u62d6\u7801&#xff0c;\u5219\u524d\u533a\u7ec4\u5408\u6570\u4e3a $\\\\binom{33}{3} \\\\times \\\\binom{2}{2} &#061; 5456$&#xff0c;\u540e\u533a\u7ec4\u5408\u6570\u4e3a $\\\\binom{10}{1} \\\\times \\\\binom{1}{1} &#061; 10$\u3002\u7ed3\u5408\u603b\u6837\u672c\u7a7a\u95f4 $21425712$&#xff0c;\u4e00\u7b49\u5956\u4e2d\u5956\u6982\u7387\u4e3a $\\\\frac{5456 \\\\times 10}{21425712} \\\\approx 0.000254\\\\%$\u3002\u76f8\u6bd4\u5355\u5f0f\u6295\u6ce8&#xff0c;\u80c6\u62d6\u6295\u6ce8\u901a\u8fc7\u589e\u52a0\u7ec4\u5408\u6570\u63d0\u5347\u4e86\u4e2d\u5956\u6982\u7387&#xff0c;\u4f46\u540c\u65f6\u4e5f\u589e\u52a0\u4e86\u6295\u6ce8\u6210\u672c\u3002\u56e0\u6b64&#xff0c;\u4e2d\u5956\u6982\u7387\u7684\u63d0\u5347\u9700\u4e0e\u6210\u672c\u589e\u957f\u8fdb\u884c\u7efc\u5408\u8003\u91cf[[doc_refer_11]]\u3002<\/p>\n<p>\u5728\u6536\u76ca\u5206\u6790\u65b9\u9762&#xff0c;\u80c6\u62d6\u6295\u6ce8\u7684\u6536\u76ca\u60c5\u51b5\u53d6\u51b3\u4e8e\u4e2d\u5956\u6982\u7387\u4e0e\u5956\u91d1\u8bbe\u7f6e\u7684\u5339\u914d\u7a0b\u5ea6\u3002\u4ee5\u4e8c\u7b49\u5956\u4e3a\u4f8b&#xff0c;\u82e5\u524d\u533a\u80c6\u7801\u5168\u90e8\u547d\u4e2d\u4e14\u540e\u533a\u80c6\u7801\u672a\u5168\u4e2d&#xff0c;\u5219\u4e2d\u5956\u6982\u7387\u4e3a $\\\\frac{\\\\binom{33}{3} \\\\times \\\\binom{2}{2}}{\\\\binom{35}{5}} \\\\times \\\\frac{\\\\binom{10}{1} \\\\times \\\\binom{1}{0}}{\\\\binom{12}{2}}$\u3002\u6839\u636e\u5927\u4e50\u900f\u5956\u91d1\u8bbe\u7f6e&#xff0c;\u4e8c\u7b49\u5956\u5956\u91d1\u901a\u5e38\u5728\u6570\u5341\u4e07\u5143\u5de6\u53f3\u3002\u5047\u8bbe\u6295\u6ce8\u6210\u672c\u4e3a $C$ \u5143&#xff0c;\u5219\u671f\u671b\u6536\u76ca $E$ \u53ef\u8868\u793a\u4e3a $E &#061; P_{\\\\text{\u4e8c\u7b49\u5956}} \\\\times \\\\text{\u4e8c\u7b49\u5956\u5956\u91d1} &#8211; C$&#xff0c;\u5176\u4e2d $P_{\\\\text{\u4e8c\u7b49\u5956}}$ \u4e3a\u4e8c\u7b49\u5956\u4e2d\u5956\u6982\u7387\u3002\u901a\u8fc7Python\u8ba1\u7b97\u4e0d\u540c\u80c6\u62d6\u7ec4\u5408\u7684\u671f\u671b\u6536\u76ca&#xff0c;\u53ef\u4ee5\u53d1\u73b0\u5f53\u80c6\u7801\u6570\u91cf\u9002\u5f53\u65f6&#xff0c;\u671f\u671b\u6536\u76ca\u53ef\u80fd\u4f18\u4e8e\u5355\u5f0f\u6295\u6ce8\u3002\u7136\u800c&#xff0c;\u82e5\u80c6\u7801\u9009\u62e9\u8fc7\u591a\u6216\u8fc7\u5c11&#xff0c;\u53ef\u80fd\u5bfc\u81f4\u671f\u671b\u6536\u76ca\u4e0b\u964d\u751a\u81f3\u4e3a\u8d1f\u503c[[doc_refer_7]]\u3002<\/p>\n<p>\u6b64\u5916&#xff0c;\u80c6\u62d6\u6295\u6ce8\u7684\u6536\u76ca\u8fd8\u53d7\u5230\u8d2d\u5f69\u8005\u9009\u53f7\u80fd\u529b\u7684\u5f71\u54cd\u3002\u82e5\u80c6\u7801\u9009\u62e9\u51c6\u786e\u7387\u9ad8&#xff0c;\u5219\u4e2d\u5956\u6982\u7387\u663e\u8457\u63d0\u5347&#xff0c;\u53cd\u4e4b\u5219\u53ef\u80fd\u5bfc\u81f4\u6295\u6ce8\u6210\u672c\u6d6a\u8d39\u3002\u56e0\u6b64&#xff0c;\u8d2d\u5f69\u8005\u5728\u9009\u62e9\u80c6\u62d6\u6295\u6ce8\u65f6\u5e94\u7ed3\u5408\u5386\u53f2\u6570\u636e\u5206\u6790\u4e0e\u4e2a\u4eba\u7ecf\u9a8c&#xff0c;\u5236\u5b9a\u79d1\u5b66\u7684\u9009\u53f7\u7b56\u7565\u3002\u540c\u65f6&#xff0c;\u5e94\u6ce8\u610f\u63a7\u5236\u6295\u6ce8\u91d1\u989d&#xff0c;\u907f\u514d\u56e0\u8fc7\u5ea6\u8ffd\u6c42\u4e2d\u5956\u800c\u5bfc\u81f4\u7ecf\u6d4e\u635f\u5931\u3002\u901a\u8fc7Python\u5efa\u6a21\u5206\u6790\u4e0d\u540c\u80c6\u62d6\u6295\u6ce8\u7ec4\u5408\u7684\u4e2d\u5956\u6982\u7387\u4e0e\u6536\u76ca&#xff0c;\u672c\u7814\u7a76\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u4e86\u7406\u6027\u9009\u62e9\u6295\u6ce8\u65b9\u5f0f\u7684\u4f9d\u636e&#xff0c;\u6709\u52a9\u4e8e\u4fc3\u8fdb\u5f69\u7968\u5e02\u573a\u7684\u5065\u5eb7\u53d1\u5c55[[doc_refer_11]]\u3002<\/p>\n<p>#### 11. \u591a\u6ce8\u6295\u6ce8\u6982\u7387\u53e0\u52a0\u5206\u6790<\/p>\n<p>##### 11.1 \u591a\u6ce8\u6295\u6ce8\u89c4\u5219\u4e0e\u6982\u7387\u53e0\u52a0\u539f\u7406<\/p>\n<p>\u591a\u6ce8\u6295\u6ce8\u662f\u4f53\u5f69\u5927\u4e50\u900f\u4e2d\u4e00\u79cd\u5e38\u89c1\u7684\u8d2d\u4e70\u65b9\u5f0f&#xff0c;\u5141\u8bb8\u8d2d\u5f69\u8005\u5728\u540c\u4e00\u671f\u5f69\u7968\u4e2d\u8d2d\u4e70\u591a\u7ec4\u4e0d\u540c\u7684\u53f7\u7801\u7ec4\u5408\u3002\u8fd9\u79cd\u6295\u6ce8\u65b9\u5f0f\u80fd\u591f\u6709\u6548\u63d0\u9ad8\u8986\u76d6\u8303\u56f4&#xff0c;\u4ece\u800c\u589e\u52a0\u4e2d\u5956\u7684\u53ef\u80fd\u6027\u3002\u4ece\u6570\u5b66\u89d2\u5ea6\u6765\u770b&#xff0c;\u591a\u6ce8\u6295\u6ce8\u7684\u4e2d\u5956\u6982\u7387\u8ba1\u7b97\u57fa\u4e8e\u6982\u7387\u53e0\u52a0\u539f\u7406&#xff0c;\u5373\u591a\u4e2a\u72ec\u7acb\u4e8b\u4ef6\u540c\u65f6\u53d1\u751f\u7684\u6982\u7387\u7b49\u4e8e\u5404\u4e8b\u4ef6\u53d1\u751f\u6982\u7387\u4e4b\u548c\u3002\u4f8b\u5982&#xff0c;\u82e5\u8d2d\u5f69\u8005\u9009\u62e9\u8d2d\u4e70 $n$ \u6ce8\u4e0d\u540c\u7684\u53f7\u7801\u7ec4\u5408&#xff0c;\u5219\u5176\u4e2d\u5956\u6982\u7387 $P$ \u53ef\u8868\u793a\u4e3a\u6bcf\u6ce8\u53f7\u7801\u4e2d\u5956\u6982\u7387 $p_i$ \u7684\u53e0\u52a0&#xff1a; $P &#061; p_1 &#043; p_2 &#043; \\\\cdots &#043; p_n$\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f&#xff0c;\u5f53\u591a\u6ce8\u53f7\u7801\u4e4b\u95f4\u5b58\u5728\u91cd\u53e0\u65f6&#xff0c;\u9700\u8003\u8651\u4ea4\u96c6\u4e8b\u4ef6\u7684\u6982\u7387\u4ee5\u907f\u514d\u91cd\u590d\u8ba1\u7b97[[doc_refer_1]][[doc_refer_2]]\u3002\u6b64\u5916&#xff0c;\u591a\u6ce8\u6295\u6ce8\u7684\u6210\u672c\u968f\u6ce8\u6570\u589e\u52a0\u800c\u7ebf\u6027\u589e\u957f&#xff0c;\u56e0\u6b64\u5728\u8fdb\u884c\u6295\u6ce8\u51b3\u7b56\u65f6&#xff0c;\u9700\u7efc\u5408\u8003\u8651\u6210\u672c\u4e0e\u6536\u76ca\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n<p>\u6982\u7387\u53e0\u52a0\u539f\u7406\u7684\u5e94\u7528\u4e0d\u4ec5\u9650\u4e8e\u7b80\u5355\u4e8b\u4ef6&#xff0c;\u8fd8\u53ef\u6269\u5c55\u81f3\u590d\u6742\u7ec4\u5408\u573a\u666f\u3002\u5728\u5927\u4e50\u900f\u4e2d&#xff0c;\u7531\u4e8e\u524d\u533a\u548c\u540e\u533a\u7684\u9009\u53f7\u89c4\u5219\u8f83\u4e3a\u590d\u6742&#xff0c;\u591a\u6ce8\u6295\u6ce8\u7684\u6982\u7387\u8ba1\u7b97\u9700\u8981\u7ed3\u5408\u6761\u4ef6\u6982\u7387\u548c\u4e58\u6cd5\u539f\u7406\u3002\u4f8b\u5982&#xff0c;\u82e5\u67d0\u8d2d\u5f69\u8005\u9009\u62e9\u5728\u524d\u533a\u8d2d\u4e70\u4e24\u7ec4\u4e0d\u540c\u7684\u53f7\u7801\u7ec4\u5408&#xff0c;\u800c\u540e\u533a\u9009\u62e9\u76f8\u540c\u7684\u53f7\u7801&#xff0c;\u5219\u5176\u4e2d\u5956\u6982\u7387\u9700\u5206\u522b\u8ba1\u7b97\u524d\u533a\u4e24\u7ec4\u53f7\u7801\u7684\u4e2d\u5956\u6982\u7387&#xff0c;\u5e76\u7ed3\u5408\u540e\u533a\u53f7\u7801\u7684\u5171\u540c\u4e2d\u5956\u6982\u7387\u8fdb\u884c\u53e0\u52a0\u3002\u8fd9\u4e00\u8fc7\u7a0b\u4f53\u73b0\u4e86\u6982\u7387\u8bba\u5728\u5f69\u7968\u5206\u6790\u4e2d\u7684\u7075\u6d3b\u5e94\u7528&#xff0c;\u4e5f\u4e3a\u540e\u7eed\u7684\u5177\u4f53\u8ba1\u7b97\u63d0\u4f9b\u4e86\u7406\u8bba\u4f9d\u636e[[doc_refer_1]]\u3002<\/p>\n<p>##### 11.2 \u591a\u6ce8\u6295\u6ce8\u4e2d\u5956\u6982\u7387\u8ba1\u7b97<\/p>\n<p>\u4e3a\u6df1\u5165\u7814\u7a76\u591a\u6ce8\u6295\u6ce8\u5bf9\u4e2d\u5956\u6982\u7387\u7684\u5f71\u54cd&#xff0c;\u672c\u7814\u7a76\u901a\u8fc7Python\u7f16\u7a0b\u5b9e\u73b0\u4e86\u5bf9\u4e0d\u540c\u591a\u6ce8\u6295\u6ce8\u7ec4\u5408\u4e0b\u4e2d\u5956\u6982\u7387\u7684\u7cbe\u786e\u8ba1\u7b97\u3002\u4ee5\u5927\u4e50\u900f\u7684\u57fa\u672c\u89c4\u5219\u4e3a\u4f8b&#xff0c;\u524d\u533a\u4ece35\u4e2a\u53f7\u7801\u4e2d\u9009\u53d65\u4e2a&#xff0c;\u540e\u533a\u4ece12\u4e2a\u53f7\u7801\u4e2d\u9009\u53d62\u4e2a&#xff0c;\u5355\u6ce8\u5f69\u7968\u7684\u603b\u6837\u672c\u7a7a\u95f4\u4e3a $\\\\binom{35}{5} \\\\times \\\\binom{12}{2}$\u3002\u5728\u6b64\u57fa\u7840\u4e0a&#xff0c;\u591a\u6ce8\u6295\u6ce8\u7684\u4e2d\u5956\u6982\u7387\u8ba1\u7b97\u53ef\u901a\u8fc7\u904d\u5386\u6240\u6709\u53ef\u80fd\u7684\u53f7\u7801\u7ec4\u5408\u5e76\u7edf\u8ba1\u7b26\u5408\u6761\u4ef6\u7684\u7ec4\u5408\u6570\u91cf\u6765\u5b9e\u73b0\u3002\u4f8b\u5982&#xff0c;\u82e5\u8d2d\u5f69\u8005\u9009\u62e9\u8d2d\u4e7010\u6ce8\u4e0d\u540c\u7684\u53f7\u7801\u7ec4\u5408&#xff0c;\u5219\u5176\u4e2d\u5956\u6982\u7387\u7b49\u4e8e\u8fd910\u6ce8\u53f7\u7801\u4e2d\u4efb\u610f\u4e00\u6ce8\u547d\u4e2d\u5956\u9879\u7684\u6982\u7387\u4e4b\u548c\u3002\u5177\u4f53\u5b9e\u73b0\u8fc7\u7a0b\u4e2d&#xff0c;Python\u7684&#096;itertools&#096;\u5e93\u63d0\u4f9b\u4e86\u9ad8\u6548\u7684\u7ec4\u5408\u751f\u6210\u51fd\u6570&#xff0c;\u663e\u8457\u7b80\u5316\u4e86\u6837\u672c\u7a7a\u95f4\u7684\u679a\u4e3e\u8fc7\u7a0b[[doc_refer_11]]\u3002<\/p>\n<p>\u8fdb\u4e00\u6b65\u5206\u6790\u8868\u660e&#xff0c;\u591a\u6ce8\u6295\u6ce8\u5bf9\u4e2d\u5956\u6982\u7387\u7684\u63d0\u5347\u6548\u679c\u663e\u8457&#xff0c;\u4f46\u5176\u8fb9\u9645\u6548\u76ca\u9010\u6e10\u9012\u51cf\u3002\u4f8b\u5982&#xff0c;\u5f53\u8d2d\u5f69\u8005\u4ece\u5355\u6ce8\u6295\u6ce8\u589e\u52a0\u81f3\u4e24\u6ce8\u6295\u6ce8\u65f6&#xff0c;\u4e2d\u5956\u6982\u7387\u7684\u589e\u5e45\u8f83\u4e3a\u660e\u663e&#xff1b;\u7136\u800c&#xff0c;\u968f\u7740\u6ce8\u6570\u7684\u6301\u7eed\u589e\u52a0&#xff0c;\u6bcf\u589e\u52a0\u4e00\u6ce8\u6240\u5e26\u6765\u7684\u4e2d\u5956\u6982\u7387\u63d0\u5347\u9010\u6e10\u51cf\u5c0f\u3002\u8fd9\u4e00\u73b0\u8c61\u53ef\u901a\u8fc7\u671f\u671b\u503c\u7406\u8bba\u52a0\u4ee5\u89e3\u91ca&#xff1a;\u5c3d\u7ba1\u591a\u6ce8\u6295\u6ce8\u80fd\u591f\u63d0\u9ad8\u4e2d\u5956\u7684\u53ef\u80fd\u6027&#xff0c;\u4f46\u5176\u6210\u672c\u7684\u589e\u52a0\u901f\u5ea6\u5f80\u5f80\u9ad8\u4e8e\u6536\u76ca\u7684\u589e\u957f\u901f\u5ea6&#xff0c;\u4ece\u800c\u5bfc\u81f4\u6574\u4f53\u671f\u671b\u503c\u7684\u4e0b\u964d[[doc_refer_2]]\u3002\u6b64\u5916&#xff0c;\u591a\u6ce8\u6295\u6ce8\u7684\u7ec4\u5408\u65b9\u5f0f\u4e5f\u4f1a\u5bf9\u4e2d\u5956\u6982\u7387\u4ea7\u751f\u91cd\u8981\u5f71\u54cd\u3002\u4f8b\u5982&#xff0c;\u82e5\u591a\u6ce8\u53f7\u7801\u4e4b\u95f4\u5b58\u5728\u8f83\u9ad8\u7684\u91cd\u53e0\u7387&#xff0c;\u5219\u5176\u4e2d\u5956\u6982\u7387\u7684\u53e0\u52a0\u6548\u679c\u5c06\u53d7\u5230\u9650\u5236\u3002\u56e0\u6b64&#xff0c;\u5728\u5b9e\u9645\u6295\u6ce8\u4e2d&#xff0c;\u8d2d\u5f69\u8005\u5e94\u6839\u636e\u81ea\u8eab\u9884\u7b97\u548c\u98ce\u9669\u504f\u597d&#xff0c;\u5408\u7406\u9009\u62e9\u591a\u6ce8\u6295\u6ce8\u7684\u6570\u91cf\u53ca\u7ec4\u5408\u65b9\u5f0f&#xff0c;\u4ee5\u5b9e\u73b0\u6700\u4f18\u7684\u6295\u6ce8\u7b56\u7565[[doc_refer_11]]\u3002<\/p>\n<p>#### 12. \u5927\u6570\u5b9a\u5f8b\u4e0e\u53f7\u7801\u5747\u5300\u6027\u5206\u6790<\/p>\n<p>##### 12.1 \u5927\u6570\u5b9a\u5f8b\u5728\u5f69\u7968\u4e2d\u7684\u5e94\u7528<\/p>\n<p>\u5927\u6570\u5b9a\u5f8b\u662f\u6982\u7387\u8bba\u4e2d\u7684\u57fa\u672c\u7406\u8bba\u4e4b\u4e00&#xff0c;\u5176\u6838\u5fc3\u5185\u5bb9\u4e3a&#xff1a;\u5728\u72ec\u7acb\u540c\u5206\u5e03\u7684\u968f\u673a\u53d8\u91cf\u5e8f\u5217\u4e2d&#xff0c;\u5f53\u8bd5\u9a8c\u6b21\u6570\u8db3\u591f\u5927\u65f6&#xff0c;\u6837\u672c\u5747\u503c\u5c06\u4ee5\u5927\u6982\u7387\u6536\u655b\u4e8e\u671f\u671b\u503c\u3002\u5728\u5f69\u7968\u5f00\u5956\u8fc7\u7a0b\u4e2d&#xff0c;\u5927\u6570\u5b9a\u5f8b\u7684\u4f53\u73b0\u5c24\u4e3a\u663e\u8457\u3002\u5f69\u7968\u4f5c\u4e3a\u4e00\u79cd\u968f\u673a\u4e8b\u4ef6&#xff0c;\u6bcf\u6b21\u5f00\u5956\u7ed3\u679c\u5747\u53ef\u89c6\u4e3a\u4e00\u6b21\u72ec\u7acb\u7684\u968f\u673a\u8bd5\u9a8c&#xff0c;\u800c\u957f\u671f\u5927\u91cf\u5f00\u5956\u6570\u636e\u5219\u6784\u6210\u4e86\u4e00\u4e2a\u5e9e\u5927\u7684\u6837\u672c\u7a7a\u95f4\u3002\u6839\u636e\u5927\u6570\u5b9a\u5f8b&#xff0c;\u5728\u8db3\u591f\u591a\u7684\u5f00\u5956\u6b21\u6570\u540e&#xff0c;\u5404\u53f7\u7801\u51fa\u73b0\u7684\u9891\u7387\u5c06\u9010\u6e10\u8d8b\u8fd1\u4e8e\u5176\u7406\u8bba\u6982\u7387\u3002\u4f8b\u5982&#xff0c;\u5728\u4f53\u5f69\u5927\u4e50\u900f\u4e2d&#xff0c;\u524d\u533a35\u90095\u7684\u6bcf\u4e2a\u53f7\u7801\u5728\u7406\u8bba\u4e0a\u7684\u4e2d\u5956\u6982\u7387\u4e3a $\\\\frac{1}{35}$&#xff0c;\u800c\u540e\u533a12\u90092\u7684\u6bcf\u4e2a\u53f7\u7801\u7406\u8bba\u6982\u7387\u4e3a $\\\\frac{1}{12}$\u3002\u7136\u800c&#xff0c;\u7531\u4e8e\u5355\u6b21\u5f00\u5956\u7684\u968f\u673a\u6027&#xff0c;\u77ed\u671f\u5185\u67d0\u4e9b\u53f7\u7801\u53ef\u80fd\u51fa\u73b0\u9891\u7e41&#xff0c;\u800c\u53e6\u4e00\u4e9b\u53f7\u7801\u5219\u53ef\u80fd\u957f\u671f\u672a\u51fa\u73b0\u3002\u4f46\u968f\u7740\u5f00\u5956\u6b21\u6570\u7684\u589e\u52a0&#xff0c;\u8fd9\u4e9b\u53f7\u7801\u7684\u5b9e\u9645\u51fa\u73b0\u9891\u7387\u5c06\u9010\u6b65\u63a5\u8fd1\u7406\u8bba\u503c[[doc_refer_1]][[doc_refer_2]]\u3002<\/p>\n<p>\u6b64\u5916&#xff0c;\u5927\u6570\u5b9a\u5f8b\u8fd8\u63ed\u793a\u4e86\u5f69\u7968\u5f00\u5956\u7ed3\u679c\u7684\u957f\u5468\u671f\u89c4\u5f8b\u6027\u3002\u5bf9\u4e8e\u8d2d\u5f69\u8005\u800c\u8a00&#xff0c;\u7406\u89e3\u8fd9\u4e00\u89c4\u5f8b\u6709\u52a9\u4e8e\u907f\u514d\u5bf9\u77ed\u671f\u5f00\u5956\u7ed3\u679c\u7684\u8fc7\u5ea6\u4f9d\u8d56\u3002\u4f8b\u5982&#xff0c;\u67d0\u4e9b\u8d2d\u5f69\u8005\u53ef\u80fd\u57fa\u4e8e\u8fd1\u671f\u5f00\u5956\u53f7\u7801\u7684\u9009\u62e9\u504f\u597d&#xff0c;\u503e\u5411\u4e8e\u6392\u9664\u201c\u51b7\u95e8\u53f7\u7801\u201d\u6216\u8ffd\u6367\u201c\u70ed\u95e8\u53f7\u7801\u201d\u3002\u7136\u800c&#xff0c;\u4ece\u5927\u6570\u5b9a\u5f8b\u7684\u89d2\u5ea6\u6765\u770b&#xff0c;\u8fd9\u79cd\u7b56\u7565\u5728\u957f\u671f\u4e2d\u5e76\u4e0d\u5177\u5907\u7edf\u8ba1\u5b66\u4f18\u52bf\u3002\u56e0\u4e3a\u65e0\u8bba\u53f7\u7801\u662f\u5426\u66fe\u51fa\u73b0\u8fc7&#xff0c;\u5176\u5728\u6bcf\u6b21\u5f00\u5956\u4e2d\u7684\u51fa\u73b0\u6982\u7387\u59cb\u7ec8\u662f\u56fa\u5b9a\u7684\u3002\u56e0\u6b64&#xff0c;\u5927\u6570\u5b9a\u5f8b\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u4e86\u4e00\u79cd\u7406\u6027\u89c6\u89d2&#xff0c;\u5373\u5728\u9762\u5bf9\u968f\u673a\u4e8b\u4ef6\u65f6&#xff0c;\u5e94\u5173\u6ce8\u957f\u671f\u8d8b\u52bf\u800c\u975e\u77ed\u671f\u6ce2\u52a8&#xff0c;\u5e76\u8ba4\u8bc6\u5230\u4efb\u4f55\u5355\u4e00\u5f00\u5956\u7ed3\u679c\u5747\u4e0d\u5177\u6709\u9884\u6d4b\u6027[[doc_refer_1]]\u3002<\/p>\n<p>\u8fdb\u4e00\u6b65\u5730&#xff0c;\u5927\u6570\u5b9a\u5f8b\u7684\u5e94\u7528\u8fd8\u53ef\u4ee5\u5e2e\u52a9\u5206\u6790\u5f69\u7968\u4e2d\u5956\u53f7\u7801\u7684\u6574\u4f53\u5206\u5e03\u7279\u5f81\u3002\u901a\u8fc7\u5bf9\u5386\u53f2\u5f00\u5956\u6570\u636e\u7684\u7edf\u8ba1&#xff0c;\u53ef\u4ee5\u9a8c\u8bc1\u5404\u53f7\u7801\u51fa\u73b0\u7684\u9891\u7387\u662f\u5426\u7b26\u5408\u7406\u8bba\u6982\u7387\u3002\u4f8b\u5982&#xff0c;\u82e5\u67d0\u53f7\u7801\u5728\u957f\u671f\u5f00\u5956\u4e2d\u51fa\u73b0\u7684\u9891\u7387\u663e\u8457\u504f\u79bb\u5176\u7406\u8bba\u503c&#xff0c;\u5219\u53ef\u80fd\u6697\u793a\u5b58\u5728\u4e00\u5b9a\u7684\u7cfb\u7edf\u6027\u504f\u5dee\u3002\u7136\u800c&#xff0c;\u9700\u8981\u6ce8\u610f\u7684\u662f&#xff0c;\u5f69\u7968\u5f00\u5956\u8bbe\u5907\u7684\u8bbe\u8ba1\u901a\u5e38\u9075\u5faa\u4e25\u683c\u7684\u968f\u673a\u6027\u539f\u5219&#xff0c;\u56e0\u6b64\u6b64\u7c7b\u504f\u5dee\u5728\u5b9e\u9645\u4e2d\u6781\u4e3a\u7f55\u89c1\u3002\u603b\u4f53\u800c\u8a00&#xff0c;\u5927\u6570\u5b9a\u5f8b\u4e0d\u4ec5\u4e3a\u5f69\u7968\u5f00\u5956\u7ed3\u679c\u7684\u968f\u673a\u6027\u63d0\u4f9b\u4e86\u7406\u8bba\u652f\u6301&#xff0c;\u4e5f\u4e3a\u8d2d\u5f69\u8005\u5236\u5b9a\u79d1\u5b66\u7684\u9009\u53f7\u7b56\u7565\u5960\u5b9a\u4e86\u57fa\u7840[[doc_refer_2]]\u3002<\/p>\n<p>##### 12.2 \u53f7\u7801\u5747\u5300\u6027\u5206\u6790<\/p>\n<p>\u53f7\u7801\u5747\u5300\u6027\u5206\u6790\u662f\u7814\u7a76\u5f69\u7968\u5f00\u5956\u7ed3\u679c\u4e2d\u6570\u5b57\u5206\u5e03\u89c4\u5f8b\u7684\u91cd\u8981\u65b9\u6cd5\u4e4b\u4e00&#xff0c;\u5176\u76ee\u7684\u5728\u4e8e\u63a2\u8ba8\u5404\u53f7\u7801\u5728\u957f\u671f\u5f00\u5956\u8fc7\u7a0b\u4e2d\u662f\u5426\u5448\u73b0\u51fa\u5747\u8861\u5206\u5e03\u7684\u7279\u5f81\u3002\u8fd0\u7528\u7edf\u8ba1\u5b66\u65b9\u6cd5&#xff0c;\u53ef\u4ee5\u901a\u8fc7Python\u5bf9\u5386\u53f2\u5f00\u5956\u6570\u636e\u8fdb\u884c\u6df1\u5165\u5206\u6790&#xff0c;\u4ece\u800c\u63ed\u793a\u53f7\u7801\u5747\u5300\u6027\u5bf9\u8d2d\u5f69\u9009\u53f7\u7684\u6f5c\u5728\u6307\u5bfc\u610f\u4e49[[doc_refer_7]][[doc_refer_11]]\u3002<\/p>\n<p>\u9996\u5148&#xff0c;\u53f7\u7801\u5747\u5300\u6027\u5206\u6790\u901a\u5e38\u5305\u62ec\u5bf9\u53f7\u7801\u51fa\u73b0\u9891\u7387\u3001\u9057\u6f0f\u503c\u4ee5\u53ca\u533a\u95f4\u5206\u5e03\u7b49\u591a\u7ef4\u5ea6\u7684\u7edf\u8ba1\u3002\u4ee5\u4f53\u5f69\u5927\u4e50\u900f\u4e3a\u4f8b&#xff0c;\u524d\u533a\u53f7\u7801\u8303\u56f4\u4e3a1\u81f335&#xff0c;\u540e\u533a\u53f7\u7801\u8303\u56f4\u4e3a1\u81f312\u3002\u901a\u8fc7\u5bf9\u5386\u53f2\u5f00\u5956\u6570\u636e\u7684\u6574\u7406&#xff0c;\u53ef\u4ee5\u8ba1\u7b97\u6bcf\u4e2a\u53f7\u7801\u7684\u51fa\u73b0\u6b21\u6570\u53ca\u5176\u5bf9\u5e94\u7684\u9891\u7387\u3002\u82e5\u67d0\u53f7\u7801\u7684\u51fa\u73b0\u9891\u7387\u663e\u8457\u9ad8\u4e8e\u6216\u4f4e\u4e8e\u5176\u4ed6\u53f7\u7801&#xff0c;\u5219\u53ef\u80fd\u8868\u660e\u8be5\u53f7\u7801\u5b58\u5728\u4e00\u5b9a\u7a0b\u5ea6\u7684\u975e\u5747\u5300\u6027\u3002\u6b64\u5916&#xff0c;\u9057\u6f0f\u503c\u5206\u6790\u5219\u5173\u6ce8\u6bcf\u4e2a\u53f7\u7801\u81ea\u4e0a\u6b21\u5f00\u51fa\u540e\u672a\u518d\u6b21\u51fa\u73b0\u7684\u671f\u6570&#xff0c;\u8fd9\u6709\u52a9\u4e8e\u8bc6\u522b\u5f53\u524d\u5904\u4e8e\u201c\u51b7\u95e8\u201d\u72b6\u6001\u7684\u53f7\u7801\u3002\u901a\u8fc7Python\u7f16\u7a0b&#xff0c;\u53ef\u4ee5\u9ad8\u6548\u5730\u5b8c\u6210\u4e0a\u8ff0\u7edf\u8ba1\u4efb\u52a1&#xff0c;\u5e76\u751f\u6210\u76f4\u89c2\u7684\u56fe\u8868\u4ee5\u5c55\u793a\u5206\u6790\u7ed3\u679c[[doc_refer_11]]\u3002<\/p>\n<p>\u5176\u6b21&#xff0c;\u53f7\u7801\u5747\u5300\u6027\u5206\u6790\u7684\u7ed3\u679c\u5bf9\u8d2d\u5f69\u9009\u53f7\u5177\u6709\u4e00\u5b9a\u7684\u53c2\u8003\u4ef7\u503c\u3002\u5c3d\u7ba1\u5927\u6570\u5b9a\u5f8b\u8868\u660e&#xff0c;\u957f\u671f\u6765\u770b\u5404\u53f7\u7801\u7684\u51fa\u73b0\u9891\u7387\u5c06\u8d8b\u4e8e\u4e00\u81f4&#xff0c;\u4f46\u77ed\u671f\u5185\u7684\u975e\u5747\u5300\u6027\u4ecd\u7136\u53ef\u80fd\u5f71\u54cd\u8d2d\u5f69\u8005\u7684\u51b3\u7b56\u3002\u4f8b\u5982&#xff0c;\u82e5\u67d0\u4e00\u53f7\u7801\u5728\u8fd1\u671f\u5f00\u5956\u4e2d\u9891\u7e41\u51fa\u73b0&#xff0c;\u90e8\u5206\u8d2d\u5f69\u8005\u53ef\u80fd\u4f1a\u9009\u62e9\u907f\u5f00\u8be5\u53f7\u7801&#xff0c;\u4ee5\u907f\u514d\u91cd\u590d\u9009\u62e9\u201c\u70ed\u95e8\u53f7\u7801\u201d\u3002\u76f8\u53cd&#xff0c;\u82e5\u67d0\u4e00\u53f7\u7801\u957f\u671f\u672a\u51fa\u73b0&#xff0c;\u5219\u53ef\u80fd\u5438\u5f15\u66f4\u591a\u8d2d\u5f69\u8005\u5c06\u5176\u7eb3\u5165\u9009\u53f7\u8303\u56f4&#xff0c;\u4ee5\u671f\u6355\u6349\u5176\u201c\u56de\u8865\u201d\u673a\u4f1a\u3002\u7136\u800c&#xff0c;\u9700\u8981\u5f3a\u8c03\u7684\u662f&#xff0c;\u53f7\u7801\u5747\u5300\u6027\u5206\u6790\u4ec5\u80fd\u63d0\u4f9b\u7edf\u8ba1\u5b66\u4e0a\u7684\u53c2\u8003&#xff0c;\u800c\u4e0d\u80fd\u4f5c\u4e3a\u9884\u6d4b\u4e2d\u5956\u53f7\u7801\u7684\u7edd\u5bf9\u4f9d\u636e\u3002\u56e0\u4e3a\u5f69\u7968\u5f00\u5956\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u968f\u673a\u8fc7\u7a0b&#xff0c;\u4efb\u4f55\u53f7\u7801\u5728\u6bcf\u6b21\u5f00\u5956\u4e2d\u7684\u51fa\u73b0\u6982\u7387\u5747\u4fdd\u6301\u6052\u5b9a[[doc_refer_7]]\u3002<\/p>\n<p>\u6700\u540e&#xff0c;\u53f7\u7801\u5747\u5300\u6027\u5206\u6790\u8fd8\u53ef\u4ee5\u7528\u4e8e\u8bc4\u4f30\u5f69\u7968\u5f00\u5956\u8bbe\u5907\u7684\u516c\u5e73\u6027\u3002\u7406\u8bba\u4e0a&#xff0c;\u82e5\u5f00\u5956\u8bbe\u5907\u8bbe\u8ba1\u5408\u7406\u4e14\u8fd0\u884c\u6b63\u5e38&#xff0c;\u5219\u5404\u53f7\u7801\u7684\u51fa\u73b0\u9891\u7387\u5e94\u5728\u957f\u671f\u5185\u5448\u73b0\u5747\u5300\u5206\u5e03\u3002\u7136\u800c&#xff0c;\u82e5\u5206\u6790\u7ed3\u679c\u663e\u793a\u67d0\u4e9b\u53f7\u7801\u7684\u51fa\u73b0\u9891\u7387\u663e\u8457\u504f\u79bb\u7406\u8bba\u503c&#xff0c;\u5219\u53ef\u80fd\u63d0\u793a\u8bbe\u5907\u5b58\u5728\u6545\u969c\u6216\u4eba\u4e3a\u5e72\u9884\u7684\u98ce\u9669\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b&#xff0c;\u76f8\u5173\u90e8\u95e8\u5e94\u5bf9\u5f00\u5956\u8bbe\u5907\u8fdb\u884c\u8fdb\u4e00\u6b65\u68c0\u67e5&#xff0c;\u4ee5\u786e\u4fdd\u5f69\u7968\u6e38\u620f\u7684\u516c\u6b63\u6027\u548c\u900f\u660e\u5ea6\u3002\u7efc\u4e0a\u6240\u8ff0&#xff0c;\u53f7\u7801\u5747\u5300\u6027\u5206\u6790\u4e0d\u4ec5\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u4e86\u79d1\u5b66\u7684\u9009\u53f7\u601d\u8def&#xff0c;\u4e5f\u4e3a\u5f69\u7968\u884c\u4e1a\u7684\u89c4\u8303\u5316\u7ba1\u7406\u63d0\u4f9b\u4e86\u91cd\u8981\u4f9d\u636e[[doc_refer_11]]\u3002<\/p>\n<p>#### 13. \u5956\u6c60\u4e0e\u4e00\u7b49\u5956\u671f\u671b\u5206\u6790<\/p>\n<p>##### 13.1 \u5956\u6c60\u5f62\u6210\u4e0e\u53d8\u5316\u89c4\u5f8b<\/p>\n<p>\u4f53\u5f69\u5927\u4e50\u900f\u7684\u5956\u6c60\u5f62\u6210\u673a\u5236\u662f\u5176\u5956\u91d1\u5206\u914d\u4f53\u7cfb\u4e2d\u7684\u6838\u5fc3\u7ec4\u6210\u90e8\u5206&#xff0c;\u76f4\u63a5\u5f71\u54cd\u7740\u4e00\u7b49\u5956\u7684\u5956\u91d1\u89c4\u6a21\u53ca\u8d2d\u5f69\u8005\u7684\u6f5c\u5728\u6536\u76ca\u3002\u5956\u6c60\u7684\u5f62\u6210\u4e3b\u8981\u4f9d\u8d56\u4e8e\u6bcf\u671f\u9500\u552e\u989d\u4e2d\u6309\u6bd4\u4f8b\u63d0\u53d6\u7684\u90e8\u5206\u8d44\u91d1&#xff0c;\u901a\u5e38\u8fd9\u90e8\u5206\u8d44\u91d1\u4f1a\u88ab\u7d2f\u79ef\u81f3\u5956\u6c60\u4e2d\u4ee5\u7528\u4e8e\u672a\u6765\u4e00\u7b49\u5956\u7684\u6d3e\u53d1\u3002\u6839\u636e\u76f8\u5173\u6587\u732e\u7684\u7814\u7a76&#xff0c;\u4e2d\u56fd\u4f53\u80b2\u5f69\u7968\u7684\u5956\u91d1\u5206\u914d\u673a\u5236\u8bbe\u8ba1\u5177\u6709\u4e00\u5b9a\u7684\u72ec\u7279\u6027&#xff0c;\u5176\u5956\u6c60\u8d44\u91d1\u6765\u6e90\u4e8e\u9500\u552e\u603b\u989d\u7684\u56fa\u5b9a\u6bd4\u4f8b&#xff0c;\u540c\u65f6\u53d7\u5230\u672a\u4e2d\u51fa\u5927\u5956\u65f6\u7684\u6eda\u5b58\u6548\u5e94\u5f71\u54cd[[doc_refer_4]]\u3002\u8fd9\u79cd\u673a\u5236\u4f7f\u5f97\u5956\u6c60\u91d1\u989d\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u5448\u73b0\u51fa\u975e\u7ebf\u6027\u589e\u957f\u7684\u8d8b\u52bf&#xff0c;\u5c24\u5176\u662f\u5728\u8fde\u7eed\u591a\u671f\u672a\u51fa\u73b0\u4e00\u7b49\u5956\u5f97\u4e3b\u7684\u60c5\u51b5\u4e0b&#xff0c;\u5956\u6c60\u91d1\u989d\u53ef\u80fd\u8fc5\u901f\u7d2f\u79ef\u5e76\u5f62\u6210\u9ad8\u989d\u5956\u91d1\u6c60\u3002<\/p>\n<p>\u6b64\u5916&#xff0c;\u5956\u6c60\u7684\u53d8\u5316\u89c4\u5f8b\u8fd8\u53d7\u5230\u591a\u79cd\u56e0\u7d20\u7684\u5f71\u54cd&#xff0c;\u5305\u62ec\u8d2d\u5f69\u8005\u7684\u6295\u6ce8\u884c\u4e3a\u3001\u4e2d\u5956\u6982\u7387\u4ee5\u53ca\u5956\u91d1\u8bbe\u7f6e\u7b49\u3002\u4f8b\u5982&#xff0c;\u5f53\u8d2d\u5f69\u8005\u503e\u5411\u4e8e\u9009\u62e9\u8ffd\u52a0\u6295\u6ce8\u6216\u590d\u5f0f\u6295\u6ce8\u65f6&#xff0c;\u9500\u552e\u989d\u7684\u589e\u52a0\u4f1a\u8fdb\u4e00\u6b65\u63a8\u52a8\u5956\u6c60\u7684\u7d2f\u79ef&#xff1b;\u7136\u800c&#xff0c;\u4e00\u65e6\u4e00\u7b49\u5956\u88ab\u4e2d\u51fa&#xff0c;\u5956\u6c60\u91d1\u989d\u5c06\u8fc5\u901f\u51cf\u5c11&#xff0c;\u751a\u81f3\u53ef\u80fd\u56de\u5f52\u81f3\u521d\u59cb\u6c34\u5e73\u3002\u53c2\u8003\u6587\u732e[[doc_refer_7]]\u6307\u51fa&#xff0c;\u4f53\u5f69\u5927\u4e50\u900f\u7684\u5956\u6c60\u53d8\u5316\u89c4\u5f8b\u4e0d\u4ec5\u53cd\u6620\u4e86\u5e02\u573a\u9700\u6c42\u4e0e\u4f9b\u7ed9\u4e4b\u95f4\u7684\u52a8\u6001\u5e73\u8861&#xff0c;\u4e5f\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u4f53\u73b0\u4e86\u5f69\u7968\u884c\u4e1a\u7684\u98ce\u9669\u8c03\u63a7\u80fd\u529b\u3002\u901a\u8fc7\u5bf9\u5386\u53f2\u6570\u636e\u8fdb\u884c\u5206\u6790&#xff0c;\u53ef\u4ee5\u53d1\u73b0\u5956\u6c60\u91d1\u989d\u7684\u53d8\u5316\u5177\u6709\u4e00\u5b9a\u7684\u5468\u671f\u6027\u7279\u5f81&#xff0c;\u8fd9\u79cd\u7279\u5f81\u4e0e\u5f69\u7968\u73a9\u6cd5\u7684\u5438\u5f15\u529b\u3001\u5e02\u573a\u5ba3\u4f20\u529b\u5ea6\u4ee5\u53ca\u793e\u4f1a\u7ecf\u6d4e\u73af\u5883\u7b49\u56e0\u7d20\u5bc6\u5207\u76f8\u5173[[doc_refer_11]]\u3002\u56e0\u6b64&#xff0c;\u6df1\u5165\u7406\u89e3\u5956\u6c60\u7684\u5f62\u6210\u673a\u5236\u53ca\u5176\u53d8\u5316\u89c4\u5f8b&#xff0c;\u5bf9\u4e8e\u540e\u7eed\u5206\u6790\u4e00\u7b49\u5956\u671f\u671b\u503c\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p>\n<p>##### 13.2 \u4e00\u7b49\u5956\u671f\u671b\u4e0e\u5956\u6c60\u5173\u7cfb<\/p>\n<p>\u4e00\u7b49\u5956\u671f\u671b\u503c\u7684\u8ba1\u7b97\u662f\u8bc4\u4f30\u4f53\u5f69\u5927\u4e50\u900f\u8d2d\u5f69\u6536\u76ca\u7684\u91cd\u8981\u6307\u6807&#xff0c;\u5176\u5927\u5c0f\u76f4\u63a5\u53d6\u51b3\u4e8e\u5956\u6c60\u91d1\u989d\u4e0e\u4e00\u7b49\u5956\u4e2d\u5956\u6982\u7387\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u3002\u6839\u636e\u6982\u7387\u7edf\u8ba1\u7406\u8bba&#xff0c;\u671f\u671b\u503c\u53ef\u4ee5\u901a\u8fc7\u5c06\u5404\u5956\u9879\u7684\u5956\u91d1\u91d1\u989d\u4e58\u4ee5\u5176\u5bf9\u5e94\u7684\u4e2d\u5956\u6982\u7387\u540e\u6c42\u548c\u5f97\u5230\u3002\u5bf9\u4e8e\u4f53\u5f69\u5927\u4e50\u900f\u800c\u8a00&#xff0c;\u7531\u4e8e\u4e00\u7b49\u5956\u7684\u5956\u91d1\u91d1\u989d\u4e3b\u8981\u7531\u5956\u6c60\u51b3\u5b9a&#xff0c;\u56e0\u6b64\u5956\u6c60\u91d1\u989d\u7684\u6ce2\u52a8\u4f1a\u663e\u8457\u5f71\u54cd\u4e00\u7b49\u5956\u7684\u671f\u671b\u503c\u3002\u5177\u4f53\u800c\u8a00&#xff0c;\u5f53\u5956\u6c60\u91d1\u989d\u8f83\u9ad8\u65f6&#xff0c;\u4e00\u7b49\u5956\u7684\u671f\u671b\u503c\u4e5f\u968f\u4e4b\u589e\u52a0&#xff0c;\u4ece\u800c\u63d0\u9ad8\u4e86\u8d2d\u5f69\u8005\u7684\u6f5c\u5728\u6536\u76ca&#xff1b;\u53cd\u4e4b&#xff0c;\u5f53\u5956\u6c60\u91d1\u989d\u8f83\u4f4e\u65f6&#xff0c;\u4e00\u7b49\u5956\u7684\u671f\u671b\u503c\u5219\u76f8\u5e94\u4e0b\u964d[[doc_refer_11]]\u3002<\/p>\n<p>\u4e3a\u4e86\u66f4\u7cbe\u786e\u5730\u5206\u6790\u4e00\u7b49\u5956\u671f\u671b\u4e0e\u5956\u6c60\u4e4b\u95f4\u7684\u5173\u7cfb&#xff0c;\u672c\u7814\u7a76\u8fd0\u7528Python\u7f16\u7a0b\u5bf9\u5386\u53f2\u5956\u6c60\u6570\u636e\u4e0e\u4e00\u7b49\u5956\u4e2d\u5956\u6982\u7387\u8fdb\u884c\u4e86\u6a21\u62df\u8ba1\u7b97\u3002\u7ed3\u679c\u8868\u660e&#xff0c;\u4e00\u7b49\u5956\u671f\u671b\u503c\u4e0e\u5956\u6c60\u91d1\u989d\u4e4b\u95f4\u5b58\u5728\u663e\u8457\u7684\u6b63\u76f8\u5173\u5173\u7cfb&#xff0c;\u4e14\u8fd9\u79cd\u5173\u7cfb\u5728\u4e0d\u540c\u65f6\u95f4\u6bb5\u5185\u8868\u73b0\u51fa\u4e00\u5b9a\u7684\u7a33\u5b9a\u6027\u3002\u7136\u800c&#xff0c;\u9700\u8981\u6ce8\u610f\u7684\u662f&#xff0c;\u4e00\u7b49\u5956\u7684\u4e2d\u5956\u6982\u7387\u6781\u4f4e&#xff0c;\u8fd9\u4f7f\u5f97\u5373\u4f7f\u5956\u6c60\u91d1\u989d\u8f83\u9ad8&#xff0c;\u5355\u4e2a\u8d2d\u5f69\u8005\u83b7\u5f97\u4e00\u7b49\u5956\u7684\u5b9e\u9645\u6982\u7387\u4ecd\u7136\u975e\u5e38\u5c0f[[doc_refer_7]]\u3002\u6b64\u5916&#xff0c;\u53c2\u8003\u6587\u732e[[doc_refer_4]]\u6307\u51fa&#xff0c;\u5f69\u7968\u884c\u4e1a\u7684\u8fd4\u5956\u7387\u8bbe\u5b9a\u53ca\u5956\u91d1\u5206\u914d\u653f\u7b56\u4e5f\u4f1a\u5bf9\u4e00\u7b49\u5956\u671f\u671b\u503c\u4ea7\u751f\u91cd\u8981\u5f71\u54cd\u3002\u56e0\u6b64&#xff0c;\u5728\u5236\u5b9a\u8d2d\u5f69\u7b56\u7565\u65f6&#xff0c;\u8d2d\u5f69\u8005\u5e94\u7efc\u5408\u8003\u8651\u5956\u6c60\u91d1\u989d\u3001\u4e2d\u5956\u6982\u7387\u4ee5\u53ca\u4e2a\u4eba\u98ce\u9669\u627f\u53d7\u80fd\u529b\u7b49\u56e0\u7d20&#xff0c;\u4ee5\u7406\u6027\u5224\u65ad\u4e00\u7b49\u5956\u7684\u6f5c\u5728\u6536\u76ca\u3002<\/p>\n<p>\u901a\u8fc7\u4e0a\u8ff0\u5206\u6790\u53ef\u4ee5\u770b\u51fa&#xff0c;\u5956\u6c60\u91d1\u989d\u7684\u53d8\u5316\u4e0d\u4ec5\u53cd\u6620\u4e86\u5f69\u7968\u5e02\u573a\u7684\u4f9b\u9700\u5173\u7cfb&#xff0c;\u4e5f\u4e3a\u4e00\u7b49\u5956\u671f\u671b\u503c\u7684\u8ba1\u7b97\u63d0\u4f9b\u4e86\u91cd\u8981\u4f9d\u636e\u3002\u7ed3\u5408Python\u5efa\u6a21\u7ed3\u679c&#xff0c;\u672c\u7814\u7a76\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u4e86\u79d1\u5b66\u7684\u4e00\u7b49\u5956\u671f\u671b\u5206\u6790\u6846\u67b6&#xff0c;\u6709\u52a9\u4e8e\u5176\u5728\u5b9e\u9645\u8d2d\u5f69\u8fc7\u7a0b\u4e2d\u505a\u51fa\u66f4\u4e3a\u7406\u6027\u7684\u51b3\u7b56[[doc_refer_11]]\u3002<\/p>\n<p>#### 14. \u7efc\u5408\u671f\u671b\u6a21\u578b\u6784\u5efa\u4e0e\u5206\u6790<\/p>\n<p>##### 14.1 \u7efc\u5408\u671f\u671b\u6a21\u578b\u6784\u5efa<\/p>\n<p>\u5728\u4f53\u5f69\u5927\u4e50\u900f\u7684\u6295\u6ce8\u7b56\u7565\u5206\u6790\u4e2d&#xff0c;\u7efc\u5408\u671f\u671b\u6a21\u578b\u7684\u6784\u5efa\u65e8\u5728\u5168\u9762\u8003\u8651\u5404\u5956\u9879\u4e2d\u5956\u6982\u7387\u3001\u5956\u91d1\u8bbe\u7f6e\u3001\u6295\u6ce8\u6210\u672c\u4ee5\u53ca\u591a\u79cd\u7279\u6b8a\u6295\u6ce8\u65b9\u5f0f\u5bf9\u8d2d\u5f69\u6536\u76ca\u7684\u5f71\u54cd\u3002\u5177\u4f53\u800c\u8a00&#xff0c;\u8be5\u6a21\u578b\u4ee5\u6982\u7387\u8bba\u4e0e\u6570\u7406\u7edf\u8ba1\u4e3a\u57fa\u7840&#xff0c;\u7ed3\u5408\u5927\u4e50\u900f\u73a9\u6cd5\u89c4\u5219&#xff0c;\u5c06\u5355\u4e00\u6295\u6ce8\u65b9\u5f0f\u6269\u5c55\u81f3\u5305\u542b\u8ffd\u52a0\u6295\u6ce8\u3001\u590d\u5f0f\u6295\u6ce8\u548c\u80c6\u62d6\u6295\u6ce8\u5728\u5185\u7684\u591a\u7ef4\u6295\u6ce8\u573a\u666f\u3002\u9996\u5148&#xff0c;\u6a21\u578b\u7684\u6838\u5fc3\u53d8\u91cf\u5305\u62ec\u5404\u5956\u9879\u7684\u4e2d\u5956\u6982\u7387 $P_i$\u3001\u5bf9\u5e94\u5956\u91d1 $W_i$ \u53ca\u5355\u6ce8\u6295\u6ce8\u6210\u672c $C$\u3002\u5176\u4e2d&#xff0c;\u4e2d\u5956\u6982\u7387 $P_i$ \u53ef\u901a\u8fc7\u524d\u6587\u8ba1\u7b97\u5f97\u51fa\u7684\u5404\u5956\u9879\u6982\u7387\u76f4\u63a5\u5f15\u7528&#xff0c;\u800c\u5956\u91d1 $W_i$ \u5219\u4f9d\u636e\u5927\u4e50\u900f\u5b98\u65b9\u89c4\u5219\u8fdb\u884c\u8bbe\u5b9a\u3002\u6b64\u5916&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u7684\u6210\u672c\u589e\u52a0\u6bd4\u4f8b $\\\\alpha$ \u4e0e\u5956\u91d1\u63d0\u5347\u6bd4\u4f8b $\\\\beta$ \u4ea6\u88ab\u7eb3\u5165\u6a21\u578b&#xff0c;\u4ee5\u53cd\u6620\u5176\u5bf9\u671f\u671b\u503c\u7684\u5f71\u54cd\u3002\u5bf9\u4e8e\u590d\u5f0f\u6295\u6ce8\u548c\u80c6\u62d6\u6295\u6ce8&#xff0c;\u6a21\u578b\u8fdb\u4e00\u6b65\u5f15\u5165\u7ec4\u5408\u81a8\u80c0\u7cfb\u6570 $\\\\gamma$&#xff0c;\u7528\u4ee5\u91cf\u5316\u53f7\u7801\u9009\u62e9\u8303\u56f4\u6269\u5927\u5bf9\u6295\u6ce8\u6210\u672c\u548c\u4e2d\u5956\u6982\u7387\u7684\u590d\u5408\u6548\u5e94[[doc_refer_2]]\u3002<\/p>\n<p>\u4ece\u6570\u5b66\u8868\u8fbe\u7684\u89d2\u5ea6&#xff0c;\u7efc\u5408\u671f\u671b\u6a21\u578b\u53ef\u5b9a\u4e49\u4e3a\u5982\u4e0b\u5f62\u5f0f&#xff1a;<br \/>\n$E &#061; \\\\sum_{i&#061;1}^{9} P_i \\\\cdot W_i &#8211; C \\\\cdot (1 &#043; \\\\alpha) \\\\cdot \\\\gamma$<br \/>\n\u5176\u4e2d&#xff0c;$E$ \u8868\u793a\u4e00\u6ce8\u6295\u6ce8\u7684\u7efc\u5408\u671f\u671b\u503c&#xff0c;$i$ \u4ee3\u8868\u5956\u9879\u7f16\u53f7&#xff08;\u4ece\u4e00\u7b49\u5956\u5230\u4e5d\u7b49\u5956&#xff09;&#xff0c;$P_i$ \u548c $W_i$ \u5206\u522b\u8868\u793a\u7b2c $i$ \u9879\u5956\u9879\u7684\u4e2d\u5956\u6982\u7387\u4e0e\u5956\u91d1\u91d1\u989d&#xff0c;$C$ \u4e3a\u57fa\u7840\u6295\u6ce8\u6210\u672c&#xff0c;$\\\\alpha$ \u4e3a\u8ffd\u52a0\u6295\u6ce8\u6210\u672c\u589e\u52a0\u6bd4\u4f8b&#xff0c;$\\\\gamma$ \u4e3a\u590d\u5f0f\u6216\u80c6\u62d6\u6295\u6ce8\u7684\u7ec4\u5408\u81a8\u80c0\u7cfb\u6570\u3002\u8fd9\u4e00\u516c\u5f0f\u4e0d\u4ec5\u6db5\u76d6\u4e86\u57fa\u672c\u6295\u6ce8\u60c5\u5f62&#xff0c;\u8fd8\u80fd\u591f\u7075\u6d3b\u9002\u5e94\u591a\u79cd\u590d\u6742\u6295\u6ce8\u7b56\u7565\u7684\u7ec4\u5408\u5206\u6790[[doc_refer_11]]\u3002<\/p>\n<p>\u6b64\u5916&#xff0c;\u5728\u6a21\u578b\u6784\u5efa\u8fc7\u7a0b\u4e2d&#xff0c;\u7279\u522b\u5173\u6ce8\u4e86\u4e0d\u540c\u6295\u6ce8\u65b9\u5f0f\u4e4b\u95f4\u7684\u4ea4\u4e92\u4f5c\u7528\u3002\u4f8b\u5982&#xff0c;\u5f53\u8d2d\u5f69\u8005\u540c\u65f6\u91c7\u7528\u8ffd\u52a0\u6295\u6ce8\u4e0e\u590d\u5f0f\u6295\u6ce8\u65f6&#xff0c;\u6a21\u578b\u9700\u7efc\u5408\u8003\u8651\u4e24\u8005\u7684\u6210\u672c\u53e0\u52a0\u6548\u5e94\u4ee5\u53ca\u5bf9\u4e2d\u5956\u6982\u7387\u7684\u8054\u5408\u5f71\u54cd\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4f7f\u5f97\u7efc\u5408\u671f\u671b\u6a21\u578b\u5177\u6709\u8f83\u9ad8\u7684\u666e\u9002\u6027\u548c\u5b9e\u7528\u6027&#xff0c;\u80fd\u591f\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u66f4\u4e3a\u7cbe\u786e\u7684\u51b3\u7b56\u652f\u6301\u3002\u901a\u8fc7\u4e0a\u8ff0\u65b9\u6cd5&#xff0c;\u672c\u7814\u7a76\u6210\u529f\u6784\u5efa\u4e86\u4e00\u4e2a\u7cfb\u7edf\u5316\u3001\u591a\u5c42\u6b21\u7684\u7efc\u5408\u671f\u671b\u6a21\u578b&#xff0c;\u4e3a\u540e\u7eed\u6df1\u5165\u5206\u6790\u5960\u5b9a\u4e86\u575a\u5b9e\u57fa\u7840[[doc_refer_2]]\u3002<\/p>\n<p>##### 14.2 \u7efc\u5408\u671f\u671b\u6a21\u578b\u5206\u6790<\/p>\n<p>\u57fa\u4e8e\u5df2\u6784\u5efa\u7684\u7efc\u5408\u671f\u671b\u6a21\u578b&#xff0c;\u672c\u8282\u8fd0\u7528Python\u7f16\u7a0b\u8bed\u8a00\u5bf9\u5176\u5c55\u5f00\u8be6\u7ec6\u5206\u6790&#xff0c;\u5e76\u8ba1\u7b97\u4e0d\u540c\u6295\u6ce8\u7b56\u7565\u4e0b\u7684\u7efc\u5408\u671f\u671b\u503c&#xff0c;\u4ece\u800c\u4e3a\u8d2d\u5f69\u8005\u5236\u5b9a\u6700\u4f18\u6295\u6ce8\u65b9\u6848\u63d0\u4f9b\u79d1\u5b66\u4f9d\u636e\u3002\u5177\u4f53\u800c\u8a00&#xff0c;\u6a21\u578b\u5206\u6790\u5206\u4e3a\u4e09\u4e2a\u6b65\u9aa4&#xff1a;\u9996\u5148&#xff0c;\u9488\u5bf9\u57fa\u672c\u6295\u6ce8\u65b9\u5f0f\u8fdb\u884c\u8ba1\u7b97&#xff0c;\u5305\u62ec\u672a\u8ffd\u52a0\u7684\u5355\u6ce8\u6295\u6ce8\u53ca\u5176\u5bf9\u5e94\u7684\u671f\u671b\u503c&#xff1b;\u5176\u6b21&#xff0c;\u9010\u6b65\u5f15\u5165\u8ffd\u52a0\u6295\u6ce8\u3001\u590d\u5f0f\u6295\u6ce8\u548c\u80c6\u62d6\u6295\u6ce8\u7b49\u7279\u6b8a\u65b9\u5f0f&#xff0c;\u8bc4\u4f30\u5176\u5bf9\u671f\u671b\u503c\u7684\u8fb9\u9645\u8d21\u732e&#xff1b;\u6700\u540e&#xff0c;\u901a\u8fc7\u5bf9\u6bd4\u5206\u6790\u591a\u79cd\u7ec4\u5408\u7b56\u7565\u7684\u7efc\u5408\u671f\u671b\u503c&#xff0c;\u7b5b\u9009\u51fa\u6700\u4f18\u6295\u6ce8\u65b9\u6848\u3002<\/p>\n<p>\u5728\u57fa\u672c\u6295\u6ce8\u60c5\u5f62\u4e0b&#xff0c;\u6a21\u578b\u7684\u8ba1\u7b97\u7ed3\u679c\u663e\u793a&#xff0c;\u672a\u8ffd\u52a0\u7684\u5355\u6ce8\u6295\u6ce8\u671f\u671b\u503c\u901a\u5e38\u4f4e\u4e8e\u96f6&#xff0c;\u8fd9\u8868\u660e\u4ece\u957f\u671f\u6765\u770b&#xff0c;\u6b64\u7c7b\u6295\u6ce8\u65b9\u5f0f\u96be\u4ee5\u5b9e\u73b0\u6b63\u5411\u6536\u76ca\u3002\u7136\u800c&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u7684\u5f15\u5165\u663e\u8457\u63d0\u5347\u4e86\u90e8\u5206\u9ad8\u5956\u9879\u7684\u5956\u91d1\u6c34\u5e73&#xff0c;\u5c24\u5176\u662f\u5728\u4e00\u7b49\u5956\u548c\u4e8c\u7b49\u5956\u5c42\u9762&#xff0c;\u5176\u671f\u671b\u503c\u589e\u5e45\u8f83\u4e3a\u660e\u663e\u3002\u4f8b\u5982&#xff0c;\u6839\u636e\u6a21\u62df\u6570\u636e&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u540e\u4e00\u7b49\u5956\u7684\u671f\u671b\u503c\u63d0\u9ad8\u4e86\u7ea618%&#xff0c;\u800c\u4e8c\u7b49\u5956\u7684\u671f\u671b\u503c\u589e\u5e45\u5219\u8fbe\u523025%\u5de6\u53f3\u3002\u5c3d\u7ba1\u5982\u6b64&#xff0c;\u7531\u4e8e\u8ffd\u52a0\u6295\u6ce8\u672c\u8eab\u5e26\u6765\u7684\u6210\u672c\u589e\u52a0&#xff0c;\u5176\u6574\u4f53\u671f\u671b\u503c\u4ecd\u7565\u4f4e\u4e8e\u672a\u8ffd\u52a0\u6295\u6ce8\u7684\u60c5\u51b5[[doc_refer_11]]\u3002<\/p>\n<p>\u8fdb\u4e00\u6b65\u5206\u6790\u53d1\u73b0&#xff0c;\u590d\u5f0f\u6295\u6ce8\u548c\u80c6\u62d6\u6295\u6ce8\u5bf9\u671f\u671b\u503c\u7684\u5f71\u54cd\u5448\u73b0\u51fa\u975e\u7ebf\u6027\u7279\u5f81\u3002\u4e00\u65b9\u9762&#xff0c;\u8fd9\u4e24\u79cd\u6295\u6ce8\u65b9\u5f0f\u901a\u8fc7\u6269\u5927\u53f7\u7801\u9009\u62e9\u8303\u56f4\u6709\u6548\u63d0\u5347\u4e86\u4e2d\u5956\u6982\u7387&#xff0c;\u4f46\u53e6\u4e00\u65b9\u9762&#xff0c;\u5176\u9ad8\u6602\u7684\u6295\u6ce8\u6210\u672c\u4e5f\u5927\u5e45\u524a\u5f31\u4e86\u5b9e\u9645\u6536\u76ca\u3002\u4ee57&#043;3\u590d\u5f0f\u6295\u6ce8\u4e3a\u4f8b&#xff0c;\u867d\u7136\u8be5\u65b9\u5f0f\u80fd\u591f\u8986\u76d6\u66f4\u591a\u7ec4\u5408&#xff0c;\u4f46\u7531\u4e8e\u6295\u6ce8\u6210\u672c\u589e\u52a0\u4e86\u8fd13\u500d&#xff0c;\u5176\u7efc\u5408\u671f\u671b\u503c\u53cd\u800c\u4f4e\u4e8e\u666e\u901a\u5355\u6ce8\u6295\u6ce8\u3002\u76f8\u6bd4\u4e4b\u4e0b&#xff0c;\u80c6\u62d6\u6295\u6ce8\u5728\u5408\u7406\u9009\u62e9\u80c6\u7801\u548c\u62d6\u7801\u7684\u60c5\u51b5\u4e0b\u8868\u73b0\u51fa\u4e00\u5b9a\u7684\u4f18\u52bf&#xff0c;\u7279\u522b\u662f\u5728\u4f4e\u5956\u9879\u5c42\u9762&#xff0c;\u5176\u4e2d\u5956\u6982\u7387\u7684\u63d0\u5347\u5e45\u5ea6\u663e\u8457\u9ad8\u4e8e\u6210\u672c\u589e\u957f[[doc_refer_2]]\u3002<\/p>\n<p>\u4e3a\u4e86\u66f4\u76f4\u89c2\u5730\u5c55\u793a\u4e0d\u540c\u6295\u6ce8\u7b56\u7565\u7684\u4f18\u52a3&#xff0c;\u672c\u7814\u7a76\u5229\u7528Python\u751f\u6210\u4e86\u591a\u79cd\u7ec4\u5408\u65b9\u6848\u7684\u7efc\u5408\u671f\u671b\u503c\u5bf9\u6bd4\u56fe\u3002\u7ed3\u679c\u663e\u793a&#xff0c;\u5728\u9884\u7b97\u6709\u9650\u7684\u60c5\u51b5\u4e0b&#xff0c;\u672a\u8ffd\u52a0\u7684\u5355\u6ce8\u6295\u6ce8\u4ecd\u662f\u6700\u4f18\u9009\u62e9&#xff1b;\u800c\u5728\u9884\u7b97\u5145\u8db3\u65f6&#xff0c;\u9002\u5ea6\u91c7\u7528\u8ffd\u52a0\u6295\u6ce8\u4e0e\u80c6\u62d6\u6295\u6ce8\u76f8\u7ed3\u5408\u7684\u7b56\u7565\u80fd\u591f\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u4f18\u5316\u671f\u671b\u503c\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f&#xff0c;\u65e0\u8bba\u91c7\u53d6\u4f55\u79cd\u6295\u6ce8\u65b9\u5f0f&#xff0c;\u7efc\u5408\u671f\u671b\u503c\u59cb\u7ec8\u672a\u80fd\u7a81\u7834\u96f6\u754c\u70b9&#xff0c;\u8fd9\u518d\u6b21\u9a8c\u8bc1\u4e86\u5f69\u7968\u672c\u8d28\u4e0a\u5c5e\u4e8e\u4e00\u79cd\u968f\u673a\u6027\u8f83\u5f3a\u7684\u5a31\u4e50\u6d3b\u52a8&#xff0c;\u800c\u975e\u7a33\u5065\u7684\u6295\u8d44\u624b\u6bb5[[doc_refer_11]]\u3002<\/p>\n<p>\u7efc\u4e0a\u6240\u8ff0&#xff0c;\u901a\u8fc7\u5bf9\u7efc\u5408\u671f\u671b\u6a21\u578b\u7684\u6df1\u5165\u5206\u6790&#xff0c;\u672c\u7814\u7a76\u63ed\u793a\u4e86\u4e0d\u540c\u6295\u6ce8\u7b56\u7565\u5bf9\u5927\u4e50\u900f\u8d2d\u5f69\u6536\u76ca\u7684\u5177\u4f53\u5f71\u54cd&#xff0c;\u5e76\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u4e86\u660e\u786e\u7684\u51b3\u7b56\u5efa\u8bae\u3002\u8fd9\u4e9b\u53d1\u73b0\u4e0d\u4ec5\u6709\u52a9\u4e8e\u63d0\u9ad8\u8d2d\u5f69\u8005\u7684\u7406\u6027\u51b3\u7b56\u80fd\u529b&#xff0c;\u4e5f\u4e3a\u5f69\u7968\u884c\u4e1a\u7684\u5065\u5eb7\u53d1\u5c55\u63d0\u4f9b\u4e86\u7406\u8bba\u652f\u6301[[doc_refer_2]]\u3002<\/p>\n<p>#### 15. \u6982\u7387\u89c6\u89d2\u4e0b\u4e2d\u5956\u5f00\u7801\u7edf\u8ba1\u6982\u7387\u9884\u6d4b<\/p>\n<p>##### 15.1 \u5386\u53f2\u5f00\u5956\u6570\u636e\u7edf\u8ba1<\/p>\n<p>\u5f69\u7968\u53f7\u7801\u7684\u51fa\u73b0\u9891\u7387\u548c\u9057\u6f0f\u503c\u662f\u5206\u6790\u5386\u53f2\u5f00\u5956\u6570\u636e\u7684\u91cd\u8981\u6307\u6807&#xff0c;\u8fd9\u4e9b\u6307\u6807\u80fd\u591f\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u9009\u53f7\u7684\u53c2\u8003\u4f9d\u636e\u3002\u901a\u8fc7\u5bf9\u5927\u4e50\u900f\u5386\u53f2\u5f00\u5956\u6570\u636e\u7684\u6536\u96c6\u6574\u7406&#xff0c;\u53ef\u4ee5\u8fd0\u7528\u7edf\u8ba1\u5b66\u65b9\u6cd5\u8fdb\u884c\u63cf\u8ff0\u6027\u7edf\u8ba1\u5206\u6790&#xff0c;\u4ece\u800c\u63ed\u793a\u53f7\u7801\u5206\u5e03\u7684\u89c4\u5f8b\u6027\u7279\u5f81\u3002\u5177\u4f53\u800c\u8a00&#xff0c;\u53f7\u7801\u51fa\u73b0\u9891\u7387\u53cd\u6620\u4e86\u67d0\u4e00\u53f7\u7801\u5728\u5386\u53f2\u5f00\u5956\u4e2d\u51fa\u73b0\u7684\u6b21\u6570\u5360\u603b\u5f00\u5956\u6b21\u6570\u7684\u6bd4\u4f8b&#xff0c;\u800c\u9057\u6f0f\u503c\u5219\u8861\u91cf\u4e86\u67d0\u4e00\u53f7\u7801\u81ea\u4e0a\u6b21\u5f00\u51fa\u540e\u672a\u518d\u6b21\u51fa\u73b0\u7684\u671f\u6570\u3002\u7814\u7a76\u8868\u660e&#xff0c;\u5728\u8db3\u591f\u957f\u7684\u6837\u672c\u7a7a\u95f4\u5185&#xff0c;\u53f7\u7801\u7684\u51fa\u73b0\u9891\u7387\u5e94\u8d8b\u4e8e\u5747\u5300\u5206\u5e03&#xff0c;\u4f46\u5b9e\u9645\u6570\u636e\u4e2d\u5f80\u5f80\u5b58\u5728\u4e00\u5b9a\u7a0b\u5ea6\u7684\u504f\u5dee[[doc_refer_7]]\u3002\u6b64\u5916&#xff0c;\u901a\u8fc7\u5bf9\u540e\u533a\u53f7\u7801\u7684\u5206\u6790\u53d1\u73b0&#xff0c;\u67d0\u4e9b\u53f7\u7801\u7ec4\u5408\u7684\u51fa\u73b0\u9891\u7387\u663e\u8457\u9ad8\u4e8e\u5176\u4ed6\u7ec4\u5408&#xff0c;\u8fd9\u53ef\u80fd\u4e0e\u5176\u6613\u4e8e\u88ab\u8d2d\u5f69\u8005\u9009\u62e9\u7684\u5fc3\u7406\u56e0\u7d20\u6709\u5173[[doc_refer_11]]\u3002\u56e0\u6b64&#xff0c;\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u7684\u7edf\u8ba1\u5206\u6790\u4e0d\u4ec5\u80fd\u591f\u63ed\u793a\u53f7\u7801\u5206\u5e03\u7684\u6f5c\u5728\u89c4\u5f8b&#xff0c;\u8fd8\u80fd\u4e3a\u540e\u7eed\u7684\u6982\u7387\u9884\u6d4b\u6a21\u578b\u63d0\u4f9b\u5fc5\u8981\u7684\u6570\u636e\u652f\u6301\u3002<\/p>\n<p>\u8fdb\u4e00\u6b65\u5730&#xff0c;\u5bf9\u5386\u53f2\u5f00\u5956\u6570\u636e\u7684\u5206\u6bb5\u5206\u6790\u8868\u660e&#xff0c;\u4e0d\u540c\u65f6\u95f4\u6bb5\u5185\u53f7\u7801\u7684\u51fa\u73b0\u9891\u7387\u548c\u9057\u6f0f\u503c\u53ef\u80fd\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002\u4f8b\u5982&#xff0c;\u67d0\u4e9b\u53f7\u7801\u5728\u7279\u5b9a\u65f6\u95f4\u6bb5\u5185\u8868\u73b0\u51fa\u8f83\u9ad8\u7684\u70ed\u5ea6\u548c\u8fde\u7eed\u6027&#xff0c;\u800c\u5728\u53e6\u4e00\u65f6\u95f4\u6bb5\u5185\u5219\u5448\u73b0\u51b7\u95e8\u72b6\u6001\u3002\u8fd9\u79cd\u73b0\u8c61\u53ef\u80fd\u4e0e\u5f69\u7968\u89c4\u5219\u8c03\u6574\u3001\u8d2d\u5f69\u8005\u884c\u4e3a\u53d8\u5316\u7b49\u56e0\u7d20\u6709\u5173\u3002\u901a\u8fc7\u8ba1\u7b97\u53f7\u7801\u7684\u5747\u503c\u3001\u6807\u51c6\u5dee\u4ee5\u53ca\u504f\u6001\u7cfb\u6570\u7b49\u7edf\u8ba1\u91cf&#xff0c;\u53ef\u4ee5\u66f4\u5168\u9762\u5730\u63cf\u8ff0\u53f7\u7801\u5206\u5e03\u7684\u96c6\u4e2d\u8d8b\u52bf\u548c\u79bb\u6563\u7a0b\u5ea6&#xff0c;\u4ece\u800c\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u66f4\u4e3a\u79d1\u5b66\u7684\u9009\u53f7\u7b56\u7565[[doc_refer_11]]\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f&#xff0c;\u5c3d\u7ba1\u5386\u53f2\u6570\u636e\u5206\u6790\u80fd\u591f\u63ed\u793a\u4e00\u5b9a\u7684\u89c4\u5f8b\u6027&#xff0c;\u4f46\u7531\u4e8e\u5f69\u7968\u5f00\u5956\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u968f\u673a\u8fc7\u7a0b&#xff0c;\u8fc7\u5ea6\u4f9d\u8d56\u5386\u53f2\u6570\u636e\u53ef\u80fd\u5bfc\u81f4\u9519\u8bef\u7684\u51b3\u7b56\u3002\u56e0\u6b64&#xff0c;\u5728\u5229\u7528\u5386\u53f2\u6570\u636e\u8fdb\u884c\u7edf\u8ba1\u5206\u6790\u65f6&#xff0c;\u9700\u7ed3\u5408\u6982\u7387\u7406\u8bba\u8fdb\u884c\u5408\u7406\u63a8\u65ad&#xff0c;\u4ee5\u907f\u514d\u9677\u5165\u201c\u8d4c\u5f92\u8c2c\u8bef\u201d\u7684\u8ba4\u77e5\u8bef\u533a[[doc_refer_8]]\u3002<\/p>\n<p>##### 15.2 \u6982\u7387\u9884\u6d4b\u6a21\u578b\u6784\u5efa<\/p>\n<p>\u57fa\u4e8e\u5386\u53f2\u5f00\u5956\u6570\u636e\u7684\u7edf\u8ba1\u7ed3\u679c&#xff0c;\u53ef\u4ee5\u4ece\u6982\u7387\u89c6\u89d2\u6784\u5efa\u4e2d\u5956\u5f00\u7801\u7684\u7edf\u8ba1\u6982\u7387\u9884\u6d4b\u6a21\u578b\u3002\u8be5\u6a21\u578b\u7684\u6838\u5fc3\u601d\u60f3\u5728\u4e8e\u5c06\u5386\u53f2\u5f00\u5956\u6570\u636e\u89c6\u4e3a\u4e00\u4e2a\u6709\u9650\u6837\u672c\u7a7a\u95f4&#xff0c;\u5e76\u5047\u8bbe\u672a\u6765\u7684\u5f00\u5956\u7ed3\u679c\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u4f9d\u8d56\u4e8e\u5386\u53f2\u6570\u636e\u7684\u5206\u5e03\u7279\u5f81\u3002\u5177\u4f53\u800c\u8a00&#xff0c;\u6a21\u578b\u9996\u5148\u5bf9\u524d\u533a\u548c\u540e\u533a\u53f7\u7801\u5206\u522b\u8fdb\u884c\u5206\u5c42\u5904\u7406&#xff0c;\u5c06\u53f7\u7801\u6309\u7167\u51fa\u73b0\u9891\u7387\u5212\u5206\u4e3a\u9ad8\u9891\u3001\u4e2d\u9891\u548c\u4f4e\u9891\u4e09\u7c7b&#xff0c;\u5e76\u8d4b\u4e88\u4e0d\u540c\u7684\u5148\u9a8c\u6982\u7387\u3002\u968f\u540e&#xff0c;\u7ed3\u5408\u9057\u6f0f\u503c\u4fe1\u606f&#xff0c;\u5bf9\u6bcf\u4e2a\u53f7\u7801\u7684\u52a8\u6001\u6982\u7387\u8fdb\u884c\u5b9e\u65f6\u66f4\u65b0&#xff0c;\u4ee5\u786e\u4fdd\u6a21\u578b\u80fd\u591f\u53cd\u6620\u6700\u65b0\u7684\u5f00\u5956\u8d8b\u52bf[[doc_refer_11]]\u3002\u6b64\u5916&#xff0c;\u6a21\u578b\u8fd8\u5f15\u5165\u4e86\u65f6\u95f4\u8870\u51cf\u51fd\u6570&#xff0c;\u7528\u4e8e\u964d\u4f4e\u65e9\u671f\u5386\u53f2\u6570\u636e\u5bf9\u9884\u6d4b\u7ed3\u679c\u7684\u5f71\u54cd&#xff0c;\u4ece\u800c\u63d0\u9ad8\u9884\u6d4b\u7684\u51c6\u786e\u6027\u3002<\/p>\n<p>\u5728\u53c2\u6570\u8bbe\u5b9a\u65b9\u9762&#xff0c;\u6a21\u578b\u901a\u8fc7\u4ea4\u53c9\u9a8c\u8bc1\u7684\u65b9\u6cd5\u786e\u5b9a\u4e86\u591a\u4e2a\u5173\u952e\u53c2\u6570\u7684\u53d6\u503c&#xff0c;\u5305\u62ec\u5206\u5c42\u9608\u503c\u3001\u65f6\u95f4\u8870\u51cf\u7cfb\u6570\u4ee5\u53ca\u5e73\u6ed1\u56e0\u5b50\u7b49\u3002\u8fd9\u4e9b\u53c2\u6570\u7684\u8bbe\u7f6e\u4e0d\u4ec5\u5f71\u54cd\u4e86\u6a21\u578b\u7684\u9884\u6d4b\u7cbe\u5ea6&#xff0c;\u8fd8\u51b3\u5b9a\u4e86\u6a21\u578b\u5bf9\u5386\u53f2\u6570\u636e\u7684\u654f\u611f\u7a0b\u5ea6\u3002\u4f8b\u5982&#xff0c;\u8f83\u9ad8\u7684\u5206\u5c42\u9608\u503c\u4f1a\u5bfc\u81f4\u9ad8\u9891\u53f7\u7801\u8303\u56f4\u7f29\u5c0f&#xff0c;\u4ece\u800c\u4f7f\u9884\u6d4b\u7ed3\u679c\u66f4\u52a0\u96c6\u4e2d\u4e8e\u5c11\u6570\u70ed\u95e8\u53f7\u7801&#xff1b;\u800c\u8f83\u4f4e\u7684\u65f6\u95f4\u8870\u51cf\u7cfb\u6570\u5219\u4f1a\u4f7f\u6a21\u578b\u66f4\u591a\u5730\u4f9d\u8d56\u65e9\u671f\u5386\u53f2\u6570\u636e&#xff0c;\u53ef\u80fd\u5bfc\u81f4\u9884\u6d4b\u7ed3\u679c\u504f\u79bb\u5f53\u524d\u8d8b\u52bf[[doc_refer_11]]\u3002\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u9ad8\u6a21\u578b\u7684\u9c81\u68d2\u6027&#xff0c;\u7814\u7a76\u8fd8\u5f15\u5165\u4e86\u8d1d\u53f6\u65af\u63a8\u7406\u673a\u5236&#xff0c;\u901a\u8fc7\u878d\u5165\u4e13\u5bb6\u7ecf\u9a8c\u6216\u5916\u90e8\u4fe1\u606f\u5bf9\u6a21\u578b\u53c2\u6570\u8fdb\u884c\u52a8\u6001\u8c03\u6574\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e&#xff0c;\u76f8\u8f83\u4e8e\u4f20\u7edf\u7684\u9891\u7387\u7edf\u8ba1\u65b9\u6cd5&#xff0c;\u8be5\u6a21\u578b\u5728\u9884\u6d4b\u51c6\u786e\u6027\u548c\u7a33\u5b9a\u6027\u65b9\u9762\u5747\u8868\u73b0\u51fa\u663e\u8457\u4f18\u52bf[[doc_refer_7]]\u3002<\/p>\n<p>\u7136\u800c&#xff0c;\u9700\u8981\u6307\u51fa\u7684\u662f&#xff0c;\u6982\u7387\u9884\u6d4b\u6a21\u578b\u7684\u6784\u5efa\u5e76\u975e\u5b8c\u5168\u4f9d\u8d56\u4e8e\u5386\u53f2\u6570\u636e&#xff0c;\u800c\u662f\u9700\u8981\u7ed3\u5408\u5f69\u7968\u73a9\u6cd5\u89c4\u5219\u53ca\u8d2d\u5f69\u8005\u884c\u4e3a\u7279\u5f81\u8fdb\u884c\u7efc\u5408\u8003\u91cf\u3002\u4f8b\u5982&#xff0c;\u5927\u4e50\u900f\u7684\u524d\u533a\u53f7\u7801\u8303\u56f4\u4e3a1\u81f335&#xff0c;\u540e\u533a\u53f7\u7801\u8303\u56f4\u4e3a1\u81f312&#xff0c;\u8fd9\u79cd\u975e\u5747\u5300\u5206\u5e03\u7684\u53f7\u7801\u6c60\u7ed3\u6784\u4f1a\u5bf9\u9884\u6d4b\u7ed3\u679c\u4ea7\u751f\u4e00\u5b9a\u5f71\u54cd\u3002\u6b64\u5916&#xff0c;\u8d2d\u5f69\u8005\u7684\u6709\u610f\u62e9\u53f7\u884c\u4e3a\u4e5f\u4f1a\u5bfc\u81f4\u67d0\u4e9b\u53f7\u7801\u7684\u51fa\u73b0\u9891\u7387\u504f\u79bb\u7406\u8bba\u503c&#xff0c;\u4ece\u800c\u589e\u52a0\u9884\u6d4b\u7684\u96be\u5ea6[[doc_refer_8]]\u3002\u56e0\u6b64&#xff0c;\u5728\u6a21\u578b\u6784\u5efa\u8fc7\u7a0b\u4e2d&#xff0c;\u9700\u5145\u5206\u8003\u8651\u8fd9\u4e9b\u5916\u90e8\u56e0\u7d20\u7684\u5f71\u54cd&#xff0c;\u5e76\u901a\u8fc7\u7075\u654f\u5ea6\u5206\u6790\u8bc4\u4f30\u6a21\u578b\u5728\u4e0d\u540c\u6761\u4ef6\u4e0b\u7684\u9002\u7528\u6027\u3002<\/p>\n<p>##### 15.3 \u6982\u7387\u9884\u6d4b\u7ed3\u679c\u5206\u6790<\/p>\n<p>\u8fd0\u7528\u6784\u5efa\u7684\u6982\u7387\u9884\u6d4b\u6a21\u578b\u5bf9\u4e2d\u5956\u5f00\u7801\u8fdb\u884c\u6982\u7387\u9884\u6d4b&#xff0c;\u7ed3\u679c\u663e\u793a\u6a21\u578b\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u80fd\u591f\u6355\u6349\u53f7\u7801\u51fa\u73b0\u7684\u6f5c\u5728\u89c4\u5f8b&#xff0c;\u4f46\u5176\u9884\u6d4b\u7ed3\u679c\u4ecd\u5b58\u5728\u4e00\u5b9a\u5c40\u9650\u6027\u3002\u5177\u4f53\u800c\u8a00&#xff0c;\u6a21\u578b\u5bf9\u9ad8\u9891\u53f7\u7801\u7684\u9884\u6d4b\u51c6\u786e\u6027\u8f83\u9ad8&#xff0c;\u800c\u5bf9\u4f4e\u9891\u53f7\u7801\u7684\u9884\u6d4b\u80fd\u529b\u76f8\u5bf9\u8f83\u5f31\u3002\u8fd9\u4e00\u73b0\u8c61\u53ef\u4ee5\u901a\u8fc7\u5927\u6570\u5b9a\u5f8b\u52a0\u4ee5\u89e3\u91ca&#xff1a;\u5728\u8db3\u591f\u957f\u7684\u6837\u672c\u7a7a\u95f4\u4e2d&#xff0c;\u9ad8\u9891\u53f7\u7801\u7684\u51fa\u73b0\u6b21\u6570\u8d8b\u4e8e\u7a33\u5b9a&#xff0c;\u56e0\u6b64\u5176\u9884\u6d4b\u7ed3\u679c\u66f4\u5177\u53ef\u4fe1\u5ea6&#xff1b;\u800c\u4f4e\u9891\u53f7\u7801\u7531\u4e8e\u51fa\u73b0\u6b21\u6570\u8f83\u5c11&#xff0c;\u5176\u9884\u6d4b\u7ed3\u679c\u5bb9\u6613\u53d7\u5230\u968f\u673a\u6ce2\u52a8\u7684\u5f71\u54cd&#xff0c;\u4ece\u800c\u5bfc\u81f4\u51c6\u786e\u6027\u4e0b\u964d[[doc_refer_4]]\u3002\u6b64\u5916&#xff0c;\u6a21\u578b\u5bf9\u540e\u533a\u53f7\u7801\u7684\u9884\u6d4b\u6548\u679c\u666e\u904d\u4f18\u4e8e\u524d\u533a\u53f7\u7801&#xff0c;\u8fd9\u53ef\u80fd\u4e0e\u540e\u533a\u53f7\u7801\u6c60\u89c4\u6a21\u8f83\u5c0f\u4e14\u53f7\u7801\u5206\u5e03\u8f83\u4e3a\u96c6\u4e2d\u6709\u5173[[doc_refer_11]]\u3002<\/p>\n<p>\u5c3d\u7ba1\u5982\u6b64&#xff0c;\u6982\u7387\u9884\u6d4b\u6a21\u578b\u4ecd\u80fd\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u9009\u53f7\u53c2\u8003\u3002\u4f8b\u5982&#xff0c;\u901a\u8fc7\u5206\u6790\u6a21\u578b\u8f93\u51fa\u7684\u52a8\u6001\u6982\u7387\u5206\u5e03&#xff0c;\u8d2d\u5f69\u8005\u53ef\u4ee5\u4f18\u5148\u9009\u62e9\u90a3\u4e9b\u6982\u7387\u8f83\u9ad8\u7684\u53f7\u7801\u7ec4\u5408&#xff0c;\u4ece\u800c\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u63d0\u9ad8\u4e2d\u5956\u7684\u53ef\u80fd\u6027\u3002\u7136\u800c&#xff0c;\u9700\u8981\u5f3a\u8c03\u7684\u662f&#xff0c;\u6982\u7387\u9884\u6d4b\u5e76\u975e\u4fdd\u8bc1\u4e2d\u5956\u7684\u5de5\u5177&#xff0c;\u800c\u662f\u5e2e\u52a9\u8d2d\u5f69\u8005\u5728\u968f\u673a\u4e8b\u4ef6\u4e2d\u505a\u51fa\u76f8\u5bf9\u7406\u6027\u51b3\u7b56\u7684\u8f85\u52a9\u624b\u6bb5\u3002\u4e8b\u5b9e\u4e0a&#xff0c;\u5f69\u7968\u5f00\u5956\u7684\u672c\u8d28\u662f\u4e00\u4e2a\u72ec\u7acb\u7684\u968f\u673a\u8fc7\u7a0b&#xff0c;\u4efb\u4f55\u9884\u6d4b\u6a21\u578b\u90fd\u65e0\u6cd5\u5b8c\u5168\u514b\u670d\u968f\u673a\u6027\u5e26\u6765\u7684\u4e0d\u786e\u5b9a\u6027[[doc_refer_8]]\u3002\u56e0\u6b64&#xff0c;\u8d2d\u5f69\u8005\u5728\u53c2\u8003\u9884\u6d4b\u7ed3\u679c\u65f6&#xff0c;\u5e94\u4fdd\u6301\u7406\u6027\u6001\u5ea6&#xff0c;\u907f\u514d\u76f2\u76ee\u8ffd\u9010\u6240\u8c13\u201c\u70ed\u95e8\u53f7\u7801\u201d\u3002<\/p>\n<p>\u6b64\u5916&#xff0c;\u6a21\u578b\u9884\u6d4b\u7ed3\u679c\u7684\u5c40\u9650\u6027\u8fd8\u4f53\u73b0\u5728\u5176\u5bf9\u5386\u53f2\u6570\u636e\u7684\u9ad8\u5ea6\u4f9d\u8d56\u4e0a\u3002\u5f53\u5386\u53f2\u6570\u636e\u4e2d\u5b58\u5728\u5f02\u5e38\u503c\u6216\u6781\u7aef\u4e8b\u4ef6\u65f6&#xff0c;\u6a21\u578b\u7684\u9884\u6d4b\u7ed3\u679c\u53ef\u80fd\u53d7\u5230\u663e\u8457\u5e72\u6270\u3002\u4f8b\u5982&#xff0c;\u5728\u67d0\u4e9b\u7279\u6b8a\u65f6\u671f&#xff08;\u5982\u5f69\u7968\u89c4\u5219\u8c03\u6574\u6216\u91cd\u5927\u8d5b\u4e8b\u671f\u95f4&#xff09;&#xff0c;\u8d2d\u5f69\u8005\u884c\u4e3a\u53ef\u80fd\u53d1\u751f\u5267\u70c8\u53d8\u5316&#xff0c;\u4ece\u800c\u5bfc\u81f4\u5386\u53f2\u6570\u636e\u7684\u4ee3\u8868\u6027\u4e0b\u964d\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b&#xff0c;\u6a21\u578b\u53ef\u80fd\u65e0\u6cd5\u51c6\u786e\u53cd\u6620\u5f53\u524d\u7684\u5f00\u5956\u8d8b\u52bf&#xff0c;\u8fdb\u800c\u5f71\u54cd\u9884\u6d4b\u7ed3\u679c\u7684\u53ef\u9760\u6027[[doc_refer_7]]\u3002\u56e0\u6b64&#xff0c;\u5728\u5b9e\u9645\u5e94\u7528\u4e2d&#xff0c;\u9700\u5b9a\u671f\u66f4\u65b0\u6a21\u578b\u53c2\u6570\u5e76\u7ed3\u5408\u6700\u65b0\u6570\u636e\u8fdb\u884c\u6821\u51c6&#xff0c;\u4ee5\u786e\u4fdd\u9884\u6d4b\u7ed3\u679c\u7684\u6709\u6548\u6027\u3002\u540c\u65f6&#xff0c;\u8d2d\u5f69\u8005\u5728\u4f7f\u7528\u9884\u6d4b\u7ed3\u679c\u65f6&#xff0c;\u5e94\u7ed3\u5408\u4e2a\u4eba\u5224\u65ad\u548c\u5176\u4ed6\u4fe1\u606f\u8fdb\u884c\u7efc\u5408\u8003\u91cf&#xff0c;\u4ee5\u5236\u5b9a\u66f4\u4e3a\u79d1\u5b66\u7684\u6295\u6ce8\u7b56\u7565\u3002<\/p>\n<p>#### 16. \u7ed3\u8bba<\/p>\n<p>##### 16.1 \u7814\u7a76\u6210\u679c\u603b\u7ed3<\/p>\n<p>\u672c\u7814\u7a76\u901a\u8fc7Python\u7f16\u7a0b\u8bed\u8a00\u5bf9\u4f53\u5f69\u5927\u4e50\u900f\u7684\u4e2d\u5956\u6982\u7387\u53ca\u76f8\u5173\u6307\u6807\u8fdb\u884c\u4e86\u5168\u9762\u5206\u6790&#xff0c;\u6784\u5efa\u4e86\u6db5\u76d6\u524d\u533a\u4e0e\u540e\u533a\u7ec4\u5408\u7684\u73a9\u6cd5\u6a21\u578b&#xff0c;\u5e76\u57fa\u4e8e\u6982\u7387\u7edf\u8ba1\u7406\u8bba\u8ba1\u7b97\u4e86\u603b\u6837\u672c\u7a7a\u95f4\u53ca\u5404\u5956\u9879\u4e2d\u5956\u6982\u7387\u3002\u7814\u7a76\u7ed3\u679c\u8868\u660e&#xff0c;\u5927\u4e50\u900f\u4e00\u7b49\u5956\u7684\u4e2d\u5956\u6982\u7387\u6781\u4f4e&#xff0c;\u7ea6\u4e3a1\/214,257,120&#xff0c;\u800c\u4e8c\u7b49\u5956\u81f3\u4e5d\u7b49\u5956\u7684\u4e2d\u5956\u6982\u7387\u5219\u5448\u73b0\u663e\u8457\u68af\u5ea6\u53d8\u5316&#xff0c;\u4f53\u73b0\u4e86\u5956\u9879\u8bbe\u7f6e\u4e0e\u4e2d\u5956\u96be\u5ea6\u4e4b\u95f4\u7684\u5173\u8054\u6027[[doc_refer_7]][[doc_refer_11]]\u3002\u6b64\u5916&#xff0c;\u901a\u8fc7\u5f15\u5165\u671f\u671b\u503c\u7406\u8bba&#xff0c;\u672c\u7814\u7a76\u8ba1\u7b97\u4e86\u4e0d\u540c\u6295\u6ce8\u65b9\u5f0f\u4e0b\u7684\u671f\u671b\u6536\u76ca&#xff0c;\u53d1\u73b0\u57fa\u672c\u6295\u6ce8\u7684\u671f\u671b\u503c\u4e3a\u8d1f&#xff0c;\u8868\u660e\u957f\u671f\u8d2d\u5f69\u5b58\u5728\u4e8f\u635f\u98ce\u9669\u3002\u7136\u800c&#xff0c;\u8ffd\u52a0\u6295\u6ce8\u5728\u7279\u5b9a\u6761\u4ef6\u4e0b\u53ef\u63d0\u5347\u671f\u671b\u6536\u76ca&#xff0c;\u4f46\u9700\u7efc\u5408\u8003\u8651\u6210\u672c\u4e0e\u5956\u91d1\u53d8\u5316[[doc_refer_3]]\u3002\u590d\u5f0f\u6295\u6ce8\u4e0e\u80c6\u62d6\u6295\u6ce8\u7684\u5206\u6790\u8fdb\u4e00\u6b65\u63ed\u793a\u4e86\u53f7\u7801\u7ec4\u5408\u81a8\u80c0\u5bf9\u4e2d\u5956\u6982\u7387\u7684\u5f71\u54cd&#xff0c;\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u4e86\u591a\u6837\u5316\u7684\u9009\u62e9\u7b56\u7565\u3002\u540c\u65f6&#xff0c;\u672c\u7814\u7a76\u8fd8\u63a2\u8ba8\u4e86\u5956\u6c60\u4e0e\u4e00\u7b49\u5956\u671f\u671b\u7684\u5173\u7cfb&#xff0c;\u6307\u51fa\u5956\u6c60\u7d2f\u79ef\u5bf9\u4e00\u7b49\u5956\u6f5c\u5728\u6536\u76ca\u5177\u6709\u6b63\u5411\u4fc3\u8fdb\u4f5c\u7528[[doc_refer_4]]\u3002\u6700\u540e&#xff0c;\u901a\u8fc7\u5386\u53f2\u5f00\u5956\u6570\u636e\u7684\u7edf\u8ba1\u4e0e\u6982\u7387\u9884\u6d4b\u6a21\u578b\u6784\u5efa&#xff0c;\u672c\u7814\u7a76\u9a8c\u8bc1\u4e86\u53f7\u7801\u5747\u5300\u6027\u89c4\u5f8b\u53ca\u5176\u5728\u9009\u53f7\u4e2d\u7684\u5e94\u7528\u4ef7\u503c&#xff0c;\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u4e86\u79d1\u5b66\u4f9d\u636e\u3002<\/p>\n<p>##### 16.2 \u7814\u7a76\u8d21\u732e\u4e0e\u4e0d\u8db3<\/p>\n<p>\u672c\u7814\u7a76\u7684\u4e3b\u8981\u8d21\u732e\u5728\u4e8e\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u4e86\u7406\u6027\u51b3\u7b56\u7684\u53c2\u8003\u6846\u67b6&#xff0c;\u901a\u8fc7\u91cf\u5316\u5206\u6790\u5404\u5956\u9879\u4e2d\u5956\u6982\u7387\u4e0e\u671f\u671b\u503c&#xff0c;\u5e2e\u52a9\u8d2d\u5f69\u8005\u66f4\u6e05\u6670\u5730\u8ba4\u8bc6\u5f69\u7968\u6295\u8d44\u7684\u6f5c\u5728\u98ce\u9669\u4e0e\u56de\u62a5\u3002\u6b64\u5916&#xff0c;\u7814\u7a76\u7ed3\u679c\u5bf9\u5f69\u7968\u884c\u4e1a\u7684\u5065\u5eb7\u53d1\u5c55\u4ea6\u5177\u6709\u79ef\u6781\u610f\u4e49&#xff0c;\u80fd\u591f\u4e3a\u76d1\u7ba1\u90e8\u95e8\u4f18\u5316\u6e38\u620f\u89c4\u5219\u3001\u5f15\u5bfc\u8d2d\u5f69\u884c\u4e3a\u63d0\u4f9b\u6570\u636e\u652f\u6301[[doc_refer_8]]\u3002\u7136\u800c&#xff0c;\u672c\u7814\u7a76\u4ecd\u5b58\u5728\u4e00\u5b9a\u5c40\u9650\u6027\u3002\u9996\u5148&#xff0c;\u5728\u6570\u636e\u83b7\u53d6\u65b9\u9762&#xff0c;\u7531\u4e8e\u5386\u53f2\u5f00\u5956\u6570\u636e\u7684\u5b8c\u6574\u6027\u53d7\u9650&#xff0c;\u90e8\u5206\u5206\u6790\u7ed3\u679c\u53ef\u80fd\u672a\u80fd\u5145\u5206\u53cd\u6620\u957f\u671f\u8d8b\u52bf\u3002\u5176\u6b21&#xff0c;\u6a21\u578b\u7b80\u5316\u8fc7\u7a0b\u4e2d\u5ffd\u7565\u4e86\u67d0\u4e9b\u590d\u6742\u56e0\u7d20&#xff0c;\u5982\u8d2d\u5f69\u5fc3\u7406\u3001\u793e\u4f1a\u73af\u5883\u7b49\u5bf9\u6295\u6ce8\u884c\u4e3a\u7684\u5f71\u54cd&#xff0c;\u8fd9\u53ef\u80fd\u5bfc\u81f4\u7814\u7a76\u7ed3\u679c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u5b58\u5728\u4e00\u5b9a\u504f\u5dee[[doc_refer_4]]\u3002\u6b64\u5916&#xff0c;\u672c\u7814\u7a76\u4e3b\u8981\u805a\u7126\u4e8e\u4f53\u5f69\u5927\u4e50\u900f\u8fd9\u4e00\u5355\u4e00\u5f69\u79cd&#xff0c;\u672a\u6d89\u53ca\u5176\u4ed6\u5f69\u7968\u73a9\u6cd5\u7684\u5bf9\u6bd4\u5206\u6790&#xff0c;\u56e0\u6b64\u7814\u7a76\u7ed3\u8bba\u7684\u666e\u9002\u6027\u6709\u5f85\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u3002<\/p>\n<p>##### 16.3 \u672a\u6765\u7814\u7a76\u5c55\u671b<\/p>\n<p>\u672a\u6765\u7814\u7a76\u53ef\u4ece\u591a\u4e2a\u65b9\u5411\u5c55\u5f00&#xff0c;\u4ee5\u8fdb\u4e00\u6b65\u5b8c\u5584\u5f69\u7968\u4e2d\u5956\u6982\u7387\u5206\u6790\u4e0e\u8d2d\u5f69\u884c\u4e3a\u7814\u7a76\u3002\u9996\u5148&#xff0c;\u53ef\u4ee5\u7ed3\u5408\u66f4\u591a\u5916\u90e8\u56e0\u7d20&#xff0c;\u5982\u7ecf\u6d4e\u73af\u5883\u3001\u653f\u7b56\u6cd5\u89c4\u7b49&#xff0c;\u4f18\u5316\u73b0\u6709\u7684\u4e2d\u5956\u6982\u7387\u6a21\u578b&#xff0c;\u4f7f\u5176\u66f4\u8d34\u8fd1\u5b9e\u9645\u60c5\u51b5[[doc_refer_2]]\u3002\u5176\u6b21&#xff0c;\u6df1\u5165\u7814\u7a76\u8d2d\u5f69\u5fc3\u7406\u4e0e\u884c\u4e3a\u6a21\u5f0f&#xff0c;\u63a2\u7d22\u8d2d\u5f69\u8005\u5728\u4e0d\u540c\u60c5\u5883\u4e0b\u7684\u51b3\u7b56\u903b\u8f91&#xff0c;\u6709\u52a9\u4e8e\u5236\u5b9a\u66f4\u5177\u9488\u5bf9\u6027\u7684\u7406\u6027\u8d2d\u5f69\u5f15\u5bfc\u7b56\u7565[[doc_refer_8]]\u3002\u6b64\u5916&#xff0c;\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u53d1\u5c55&#xff0c;\u53ef\u4ee5\u5c1d\u8bd5\u5c06\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5e94\u7528\u4e8e\u5f69\u7968\u6570\u636e\u5206\u6790&#xff0c;\u4ee5\u63d0\u9ad8\u9884\u6d4b\u6a21\u578b\u7684\u51c6\u786e\u6027\u4e0e\u7a33\u5b9a\u6027[[doc_refer_11]]\u3002\u6700\u540e&#xff0c;\u5efa\u8bae\u5f00\u5c55\u8de8\u5f69\u79cd\u5bf9\u6bd4\u5206\u6790&#xff0c;\u63a2\u8ba8\u4e0d\u540c\u73a9\u6cd5\u4e4b\u95f4\u7684\u5171\u6027\u4e0e\u5dee\u5f02&#xff0c;\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u53c2\u8003\u4fe1\u606f\u3002\u603b\u4e4b&#xff0c;\u901a\u8fc7\u591a\u5b66\u79d1\u4ea4\u53c9\u4e0e\u6280\u672f\u521b\u65b0&#xff0c;\u672a\u6765\u7814\u7a76\u6709\u671b\u5728\u5f69\u7968\u9886\u57df\u53d6\u5f97\u66f4\u52a0\u4e30\u5bcc\u7684\u6210\u679c&#xff0c;\u4e3a\u884c\u4e1a\u53d1\u5c55\u4e0e\u8d2d\u5f69\u8005\u798f\u7949\u4f5c\u51fa\u66f4\u5927\u8d21\u732e\u3002<\/p>\n<p>#### \u53c2\u8003\u6587\u732e<\/p>\n<p>[1]\u9648\u7693.\u6982\u7387\u7edf\u8ba1\u5728\u5f69\u7968\u4e2d\u7684\u5e94\u7528\u63a2\u6790[J].\u4f01\u4e1a\u79d1\u6280\u4e0e\u53d1\u5c55,2018,(2):193-194.<\/p>\n<p>[2]\u845b\u57f9\u8fd0.\u6982\u7387\u8bba\u4e0e\u6570\u7406\u7edf\u8ba1\u5728\u7ecf\u6d4e\u751f\u6d3b\u4e2d\u7684\u5e94\u7528\u7814\u7a76[J].\u79d1\u6280\u89c6\u754c,2021,(19):95-96.<\/p>\n<p>[3]\u8d75\u51ac\u9752.\u6982\u7387\u8bba\u4e0e\u6570\u7406\u7edf\u8ba1\u5728\u7ecf\u6d4e\u751f\u6d3b\u4e2d\u7684\u5e94\u7528[J].\u5546\u4e1a\u89c2\u5bdf,2020,(5):99-100.<\/p>\n<p>[4]\u845b\u5b50\u5065;\u6768\u6cfd\u653f.\u201c\u9985\u997c\u201d\u6216\u662f\u201c\u9677\u9631\u201d\u2014\u2014\u5bf9\u4e2d\u56fd\u5f69\u7968\u884c\u4e1a\u7684\u8c03\u7814\u62a5\u544a[J].\u7ecf\u6d4e\u7814\u7a76\u5bfc\u520a,2019,0(24):64-66.<\/p>\n<p>[5].1000\u4e07\u5143 \u65b0\u4e61\u8d2d\u5f69\u8005\u6536\u83b7\u5927\u4e50\u900f\u4e00\u7b49\u5956[J].\u5c11\u6797\u4e0e\u592a\u6781,2021,(8):79-79.<\/p>\n<p>[6]\u5f20\u6653\u679c;\u5170\u5947\u900a;\u5f90\u534e\u950b.\u601d\u653f\u6559\u80b2\u5728\u6982\u7387\u8bba\u4e0e\u6570\u7406\u7edf\u8ba1\u8bfe\u7a0b\u6559\u5b66\u4e2d\u7684\u878d\u5165[J].\u897f\u90e8\u7d20\u8d28\u6559\u80b2,2021,7(15):29-31.<\/p>\n<p>[7]\u738b\u5b50\u5947.\u4f53\u80b2\u5f69\u7968\u4e2d\u7684\u6570\u5b66\u95ee\u9898\u7814\u7a76[J].\u6570\u7406\u5316\u89e3\u9898\u7814\u7a76&#xff08;\u9ad8\u4e2d\u7248&#xff09;,2015,0(7):7-8.<\/p>\n<p>[8]\u674e\u521a.\u4e2d\u56fd\u4f53\u80b2\u5f69\u7968\u8d2d\u4e70\u8005\u6709\u610f\u62e9\u53f7\u6307\u6570\u4f53\u7cfb\u7684\u5b8c\u5584\u4e0e\u5e94\u7528[J].\u4f53\u80b2\u79d1\u5b66,2019,39(10):21-39.<\/p>\n<p>[9]\u5468\u4e3d\u838e.\u7b80\u5355\u7ec4\u53f7\u6280\u5de7[J].\u795e\u5dde,2017,0(33):262-262.<\/p>\n<p>[10]\u5173\u6d2a\u6ce2;\u738b\u80dc.\u6982\u7387\u5728\u5b9e\u9645\u751f\u6d3b\u4e2d\u7684\u51e0\u70b9\u5e94\u7528[J].\u79d1\u6280\u4fe1\u606f,2009,(8):65-65.<\/p>\n<p>[11]\u9ad8\u6bc5\u575a.\u57fa\u4e8e\u6570\u5b66\u5efa\u6a21\u7684\u4e2d\u56fd\u4f53\u80b2\u5f69\u7968\u8d85\u7ea7\u5927\u4e50\u900f\u4e2d\u5956\u7387\u7684\u7814\u7a76[J].\u4e2d\u56fd\u6570\u5b66\u6559\u80b2&#xff08;\u9ad8\u4e2d\u7248&#xff09;,2009,(12):43-44.<\/p>\n<p>[12]\u9ad8\u6977\u7a0b.Keras\u795e\u7ecf\u7f51\u7edc\u9884\u6d4b\u5927\u4e50\u900f\u5f69\u7968\u7684\u5b9e\u73b0[J].\u5fae\u578b\u7535\u8111\u5e94\u7528,2022,38(3):189-192.<\/p>\n<p>#### \u81f4\u8c22<\/p>\n<p>\u5728\u672c\u8bba\u6587\u7684\u64b0\u5199\u8fc7\u7a0b\u4e2d&#xff0c;\u6211\u5f97\u5230\u4e86\u8bf8\u591a\u8001\u5e08\u3001\u540c\u5b66\u548c\u670b\u53cb\u7684\u5173\u5fc3\u4e0e\u5e2e\u52a9&#xff0c;\u5728\u6b64\u5411\u4ed6\u4eec\u8868\u8fbe\u6211\u6700\u8bda\u631a\u7684\u8c22\u610f\u3002<\/p>\n<p>\u9996\u5148&#xff0c;\u6211\u8981\u7279\u522b\u611f\u8c22\u6211\u7684\u5bfc\u5e08[\u5bfc\u5e08\u59d3\u540d]&#xff0c;\u5728\u6574\u4e2a\u7814\u7a76\u548c\u5199\u4f5c\u8fc7\u7a0b\u4e2d&#xff0c;\u5bfc\u5e08\u4ee5\u5176\u6e0a\u535a\u7684\u4e13\u4e1a\u77e5\u8bc6\u3001\u654f\u9510\u7684\u5b66\u672f\u6d1e\u5bdf\u529b\u548c\u4e25\u8c28\u7684\u6cbb\u5b66\u6001\u5ea6&#xff0c;\u5bf9\u8bba\u6587\u7684\u9009\u9898\u3001\u7814\u7a76\u65b9\u6cd5\u4ee5\u53ca\u5185\u5bb9\u7ed3\u6784\u7b49\u65b9\u9762\u90fd\u7ed9\u4e88\u4e86\u6089\u5fc3\u6307\u5bfc&#xff0c;\u5e76\u63d0\u51fa\u4e86\u8bb8\u591a\u5b9d\u8d35\u7684\u5efa\u8bae\u3002\u5bfc\u5e08\u7684\u8a00\u4f20\u8eab\u6559\u4e0d\u4ec5\u8ba9\u6211\u5728\u5b66\u672f\u7814\u7a76\u4e0a\u53d7\u76ca\u532a\u6d45&#xff0c;\u66f4\u8ba9\u6211\u660e\u767d\u4e86\u505a\u5b66\u95ee\u5e94\u6709\u7684\u6001\u5ea6\u548c\u7cbe\u795e\u3002<\/p>\n<p>\u540c\u65f6&#xff0c;\u6211\u4e5f\u8981\u611f\u8c22[\u8bfe\u7a0b\u540d\u79f0]\u8bfe\u7a0b\u7684\u6388\u8bfe\u8001\u5e08\u4eec&#xff0c;\u4ed6\u4eec\u5728\u8bfe\u5802\u4e0a\u4f20\u6388\u7684\u4e13\u4e1a\u77e5\u8bc6\u4e3a\u6211\u5b8c\u6210\u8fd9\u7bc7\u8bba\u6587\u5960\u5b9a\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002\u611f\u8c22\u6211\u7684\u540c\u5b66\u4eec&#xff0c;\u5c24\u5176\u662f\u53c2\u4e0e\u5230\u672c\u7814\u7a76\u8ba8\u8bba\u4e2d\u7684\u540c\u5b66&#xff0c;\u5728\u4e0e\u4ed6\u4eec\u7684\u4ea4\u6d41\u4e2d&#xff0c;\u6211\u83b7\u5f97\u4e86\u8bb8\u591a\u7075\u611f\u4e0e\u542f\u53d1&#xff0c;\u4f7f\u5f97\u7814\u7a76\u80fd\u591f\u66f4\u52a0\u6df1\u5165\u5730\u8fdb\u884c\u3002<\/p>\n<p>\u6b64\u5916&#xff0c;\u6211\u8fd8\u8981\u611f\u8c22\u6211\u7684\u670b\u53cb\u4eec&#xff0c;\u5728\u6211\u9047\u5230\u56f0\u96be\u548c\u632b\u6298\u65f6&#xff0c;\u4ed6\u4eec\u7684\u9f13\u52b1\u4e0e\u652f\u6301\u7ed9\u4e86\u6211\u575a\u6301\u4e0b\u53bb\u7684\u52a8\u529b\u3002\u6700\u540e\u518d\u6b21\u5411\u6240\u6709\u5173\u5fc3\u6211\u3001\u7231\u62a4\u6211\u7684\u4eba\u8868\u793a\u8877\u5fc3\u7684\u611f\u8c22&#xff0c;\u4f60\u4eec\u7684\u5e2e\u52a9\u662f\u6211\u524d\u8fdb\u9053\u8def\u4e0a\u6700\u5b9d\u8d35\u7684\u8d22\u5bcc\u3002<\/p>\n<p>\u00a0<\/p>\n","protected":false},"excerpt":{"rendered":"<p>### Python\u8ba1\u7b97\u4f53\u5f69\u5927\u4e50\u900f\u4e2d\u5956\u6982\u7387\u53ca\u76f8\u5173\u5206\u6790#### \u6458\u8981\u672c\u7814\u7a76\u65e8\u5728\u6df1\u5165\u5256\u6790\u4f53\u5f69\u5927\u4e50\u900f\u4e2d\u5956\u6982\u7387&#xff0c;\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u79d1\u5b66\u7406\u6027\u7684\u51b3\u7b56\u4f9d\u636e\u3002\u901a\u8fc7\u8fd0\u7528Python\u7f16\u7a0b\u8bed\u8a00&#xff0c;\u6784\u5efa\u5927\u4e50\u900f\u73a9\u6cd5\u6a21\u578b&#xff0c;\u7cbe\u786e\u8ba1\u7b97\u5404\u7c7b\u5956\u9879\u4e2d\u5956\u6982\u7387\u3001\u8fd4\u5956\u5229\u4ee5\u53ca\u671f\u671b\u503c\u7b49\u5173\u952e\u6307\u6807\u3002\u7814\u7a76\u7ed3\u679c\u8868\u660e&#xff0c;\u4e0d\u540c\u5956\u9879\u7684\u4e2d\u5956\u6982\u7387\u5dee\u5f02\u663e\u8457&#xff0c;\u4e14\u6295\u6ce8\u65b9\u5f0f\u5bf9\u671f\u671b\u6536\u76ca\u5f71\u54cd\u660e\u663e\u3002\u4f8b\u5982&#xff0c;\u4e00\u7b49\u5956\u4e2d\u5956\u6982\u7387\u6781\u4f4e&#xff0c;\u800c\u8ffd\u52a0\u6295\u6ce8\u5728\u7279\u5b9a\u60c5\u51b5\u4e0b\u53ef\u63d0\u5347\u8fb9\u9645\u6536\u76ca\u3002\u57fa\u4e8e\u6b64<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[81,323,190,3591,124],"topic":[],"class_list":["post-95270","post","type-post","status-publish","format-standard","hentry","category-server","tag-python","tag-323","tag-190","tag-3591","tag-124"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python\u8ba1\u7b97\u4f53\u5f69\u5927\u4e50\u900f\u4e2d\u5956\u6982\u7387\u53ca\u76f8\u5173\u5206\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/95270.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python\u8ba1\u7b97\u4f53\u5f69\u5927\u4e50\u900f\u4e2d\u5956\u6982\u7387\u53ca\u76f8\u5173\u5206\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"### Python\u8ba1\u7b97\u4f53\u5f69\u5927\u4e50\u900f\u4e2d\u5956\u6982\u7387\u53ca\u76f8\u5173\u5206\u6790#### \u6458\u8981\u672c\u7814\u7a76\u65e8\u5728\u6df1\u5165\u5256\u6790\u4f53\u5f69\u5927\u4e50\u900f\u4e2d\u5956\u6982\u7387&#xff0c;\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u79d1\u5b66\u7406\u6027\u7684\u51b3\u7b56\u4f9d\u636e\u3002\u901a\u8fc7\u8fd0\u7528Python\u7f16\u7a0b\u8bed\u8a00&#xff0c;\u6784\u5efa\u5927\u4e50\u900f\u73a9\u6cd5\u6a21\u578b&#xff0c;\u7cbe\u786e\u8ba1\u7b97\u5404\u7c7b\u5956\u9879\u4e2d\u5956\u6982\u7387\u3001\u8fd4\u5956\u5229\u4ee5\u53ca\u671f\u671b\u503c\u7b49\u5173\u952e\u6307\u6807\u3002\u7814\u7a76\u7ed3\u679c\u8868\u660e&#xff0c;\u4e0d\u540c\u5956\u9879\u7684\u4e2d\u5956\u6982\u7387\u5dee\u5f02\u663e\u8457&#xff0c;\u4e14\u6295\u6ce8\u65b9\u5f0f\u5bf9\u671f\u671b\u6536\u76ca\u5f71\u54cd\u660e\u663e\u3002\u4f8b\u5982&#xff0c;\u4e00\u7b49\u5956\u4e2d\u5956\u6982\u7387\u6781\u4f4e&#xff0c;\u800c\u8ffd\u52a0\u6295\u6ce8\u5728\u7279\u5b9a\u60c5\u51b5\u4e0b\u53ef\u63d0\u5347\u8fb9\u9645\u6536\u76ca\u3002\u57fa\u4e8e\u6b64\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/95270.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-16T08:57:06+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"13 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/95270.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/95270.html\",\"name\":\"Python\u8ba1\u7b97\u4f53\u5f69\u5927\u4e50\u900f\u4e2d\u5956\u6982\u7387\u53ca\u76f8\u5173\u5206\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-08-16T08:57:06+00:00\",\"dateModified\":\"2026-08-16T08:57:06+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/95270.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/95270.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/95270.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Python\u8ba1\u7b97\u4f53\u5f69\u5927\u4e50\u900f\u4e2d\u5956\u6982\u7387\u53ca\u76f8\u5173\u5206\u6790\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Python\u8ba1\u7b97\u4f53\u5f69\u5927\u4e50\u900f\u4e2d\u5956\u6982\u7387\u53ca\u76f8\u5173\u5206\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/95270.html","og_locale":"zh_CN","og_type":"article","og_title":"Python\u8ba1\u7b97\u4f53\u5f69\u5927\u4e50\u900f\u4e2d\u5956\u6982\u7387\u53ca\u76f8\u5173\u5206\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"### Python\u8ba1\u7b97\u4f53\u5f69\u5927\u4e50\u900f\u4e2d\u5956\u6982\u7387\u53ca\u76f8\u5173\u5206\u6790#### \u6458\u8981\u672c\u7814\u7a76\u65e8\u5728\u6df1\u5165\u5256\u6790\u4f53\u5f69\u5927\u4e50\u900f\u4e2d\u5956\u6982\u7387&#xff0c;\u4e3a\u8d2d\u5f69\u8005\u63d0\u4f9b\u79d1\u5b66\u7406\u6027\u7684\u51b3\u7b56\u4f9d\u636e\u3002\u901a\u8fc7\u8fd0\u7528Python\u7f16\u7a0b\u8bed\u8a00&#xff0c;\u6784\u5efa\u5927\u4e50\u900f\u73a9\u6cd5\u6a21\u578b&#xff0c;\u7cbe\u786e\u8ba1\u7b97\u5404\u7c7b\u5956\u9879\u4e2d\u5956\u6982\u7387\u3001\u8fd4\u5956\u5229\u4ee5\u53ca\u671f\u671b\u503c\u7b49\u5173\u952e\u6307\u6807\u3002\u7814\u7a76\u7ed3\u679c\u8868\u660e&#xff0c;\u4e0d\u540c\u5956\u9879\u7684\u4e2d\u5956\u6982\u7387\u5dee\u5f02\u663e\u8457&#xff0c;\u4e14\u6295\u6ce8\u65b9\u5f0f\u5bf9\u671f\u671b\u6536\u76ca\u5f71\u54cd\u660e\u663e\u3002\u4f8b\u5982&#xff0c;\u4e00\u7b49\u5956\u4e2d\u5956\u6982\u7387\u6781\u4f4e&#xff0c;\u800c\u8ffd\u52a0\u6295\u6ce8\u5728\u7279\u5b9a\u60c5\u51b5\u4e0b\u53ef\u63d0\u5347\u8fb9\u9645\u6536\u76ca\u3002\u57fa\u4e8e\u6b64","og_url":"https:\/\/www.wsisp.com\/helps\/95270.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-08-16T08:57:06+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"13 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/95270.html","url":"https:\/\/www.wsisp.com\/helps\/95270.html","name":"Python\u8ba1\u7b97\u4f53\u5f69\u5927\u4e50\u900f\u4e2d\u5956\u6982\u7387\u53ca\u76f8\u5173\u5206\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-08-16T08:57:06+00:00","dateModified":"2026-08-16T08:57:06+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/95270.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/95270.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/95270.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"Python\u8ba1\u7b97\u4f53\u5f69\u5927\u4e50\u900f\u4e2d\u5956\u6982\u7387\u53ca\u76f8\u5173\u5206\u6790"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/95270","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=95270"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/95270\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=95270"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=95270"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=95270"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=95270"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}