{"id":101000,"date":"2026-09-05T22:25:34","date_gmt":"2026-09-05T14:25:34","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/101000.html"},"modified":"2026-09-05T22:25:34","modified_gmt":"2026-09-05T14:25:34","slug":"%e6%8b%92%e7%bb%9d%e6%bc%82%e7%bb%bf%e9%a3%8e%e9%99%a9%ef%bc%9a%e5%9f%ba%e4%ba%8e%e8%be%b9%e7%bc%98%e8%ae%a1%e7%ae%97%e7%9a%84%e7%a2%b3%e6%8e%92%e6%94%be%e6%95%b0%e6%8d%ae%e6%b8%85","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/101000.html","title":{"rendered":"\u62d2\u7edd\u201c\u6f02\u7eff\u201d\u98ce\u9669\uff1a\u57fa\u4e8e\u8fb9\u7f18\u8ba1\u7b97\u7684\u78b3\u6392\u653e\u6570\u636e\u6e05\u6d17\u7b97\u6cd5\u4e0e\u5b9e\u65f6\u6821\u9a8c\u903b\u8f91"},"content":{"rendered":"<h3>\u4e00\u3001\u5f15\u8a00&#xff1a;\u4e3a\u4ec0\u4e48\u4f60\u7684\u80fd\u78b3\u5e73\u53f0\u6570\u636e\u603b\u662f\u201c\u5bf9\u4e0d\u4e0a\u201d&#xff1f;<\/h3>\n<p>\u5f88\u591a\u505a\u80fd\u6e90\u7ba1\u7406\u7cfb\u7edf&#xff08;EMS&#xff09;\u6216\u78b3\u7ba1\u7406\u5e73\u53f0\u7684\u5f00\u53d1\u8005\u90fd\u6709\u8fc7\u8fd9\u6837\u7684\u7ecf\u5386&#xff1a;\u5e95\u5c42\u7535\u8868\u3001\u6c34\u8868\u8bfb\u6570\u660e\u660e\u5728\u6b63\u5e38\u8df3\u52a8&#xff0c;\u4f46\u5230\u4e86\u4e0a\u5c42\u5e94\u7528\u505a\u201c\u78b3\u6838\u7b97\u201d\u65f6&#xff0c;\u6570\u636e\u5374\u7ecf\u5e38\u79bb\u8c31\u3002<\/p>\n<p>\u6bd4\u5982&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u591c\u95f4\u5e7d\u7075\u80fd\u8017&#xff1a;\u00a0\u5de5\u5382\u660e\u660e\u505c\u4ea7\u4e86&#xff0c;\u7cfb\u7edf\u5374\u663e\u793a\u6709\u5de8\u5927\u7684\u78b3\u6392\u653e\u5cf0\u503c\u3002<\/p>\n<\/li>\n<li>\n<p>\u65f6\u5e8f\u9519\u4f4d&#xff1a;\u00a0\u7535\u3001\u6c34\u3001\u6c14\u7684\u6570\u636e\u65f6\u95f4\u6233\u5bf9\u4e0d\u9f50&#xff0c;\u65e0\u6cd5\u8ba1\u7b97\u201c\u5355\u4f4d\u4ea7\u54c1\u80fd\u8017\u201d\u3002<\/p>\n<\/li>\n<li>\n<p>\u56e0\u5b50\u5339\u914d\u9519\u8bef&#xff1a;\u00a0\u7528\u4e86\u53bb\u5e74\u7684\u7535\u7f51\u6392\u653e\u56e0\u5b50\u7b97\u4eca\u5e74\u7684\u8d26&#xff0c;\u5bfc\u81f4\u5408\u89c4\u6027\u62a5\u544a\u88ab\u9000\u56de\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u6839\u672c\u539f\u56e0&#xff1a;\u00a0\u4f20\u7edf\u67b6\u6784\u628a\u201c\u6570\u636e\u6e05\u6d17\u201d\u548c\u201c\u590d\u6742\u8ba1\u7b97\u201d\u5168\u6254\u7ed9\u4e86\u4e91\u7aef\u3002\u4f46\u4e91\u7aef\u5f80\u5f80\u662f\u201c\u4e8b\u540e\u5904\u7406\u201d&#xff0c;\u4e00\u65e6\u810f\u6570\u636e\u5165\u5e93&#xff0c;\u518d\u60f3\u6d17\u5c31\u96be\u4e86\u3002\u66f4\u81f4\u547d\u7684\u662f&#xff0c;\u4e91\u7aef\u5f88\u96be\u7406\u89e3\u73b0\u573a\u7684\u7269\u7406\u5de5\u51b5&#xff08;\u5982\u8bbe\u5907\u542f\u52a8\u65f6\u7684\u51b2\u51fb\u7535\u6d41&#xff09;&#xff0c;\u5bb9\u6613\u628a\u201c\u771f\u5b9e\u7684\u9ad8\u80fd\u8017\u201d\u8bef\u6740\u4e3a\u201c\u5f02\u5e38\u6570\u636e\u201d\u3002<\/p>\n<p>\u89e3\u51b3\u601d\u8def&#xff1a;\u00a0\u5c06\u6570\u636e\u6cbb\u7406\u4e0b\u6c89\u5230\u8fb9\u7f18\u4fa7&#xff08;\u7f51\u5173&#xff09;\u3002\u5728\u6570\u636e\u4ea7\u751f\u7684\u6e90\u5934&#xff0c;\u7ed3\u5408\u7269\u7406\u5de5\u51b5\u8fdb\u884c\u5b9e\u65f6\u6821\u9a8c\u3002<\/p>\n<h3>\u4e8c\u3001\u6838\u5fc3\u96be\u70b9&#xff1a;\u4e3a\u4ec0\u4e48\u901a\u7528\u7684\u5f02\u5e38\u68c0\u6d4b\u7b97\u6cd5\u5728\u80fd\u8017\u573a\u666f\u4f1a\u5931\u6548&#xff1f;<\/h3>\n<p>\u5f88\u591a\u5f00\u53d1\u8005\u559c\u6b22\u7528\u00a03-Sigma&#xff08;\u4e09\u500d\u6807\u51c6\u5dee&#xff09;\u00a0\u539f\u5219\u6765\u5254\u9664\u5f02\u5e38\u503c\u3002\u516c\u5f0f\u5f88\u7b80\u5355&#xff1a;\u5982\u679c\u6570\u636e\u70b9\u504f\u79bb\u5747\u503c\u8d85\u8fc73\u4e2a\u6807\u51c6\u5dee&#xff0c;\u5c31\u89c6\u4e3a\u5f02\u5e38\u3002<\/p>\n<p>\u4f46\u5728\u80fd\u8017\u6570\u636e\u9762\u524d&#xff0c;\u8fd9\u4e2a\u7b97\u6cd5\u6709\u4e24\u4e2a\u81f4\u547d\u7f3a\u9677&#xff1a;<\/p>\n<h4>1. \u975e\u5e73\u7a33\u6027\u5bfc\u81f4\u7684\u201c\u8bef\u6740\u201d\u4e0e\u201c\u6f0f\u68c0\u201d<\/h4>\n<p>\u5de5\u5382\u7684\u80fd\u8017\u662f\u5178\u578b\u7684\u975e\u5e73\u7a33\u65f6\u95f4\u5e8f\u5217\u3002\u767d\u5929\u751f\u4ea7\u65f6\u529f\u7387\u9ad8\u4e14\u6ce2\u52a8\u5927&#xff08;\u03c3\u5927&#xff09;&#xff0c;\u591c\u95f4\u505c\u4ea7\u65f6\u529f\u7387\u4f4e\u4e14\u5e73\u7a33&#xff08;\u03c3\u5c0f&#xff09;\u3002<\/p>\n<ul>\n<li>\n<p>\u5982\u679c\u4f60\u7528\u5168\u5c40\u7684\u03c3&#xff0c;\u591c\u95f4\u7684\u6b63\u5e38\u6ce2\u52a8\u5f88\u5bb9\u6613\u56e0\u4e3a\u03c3\u88ab\u767d\u5929\u62c9\u5927\u800c\u6f0f\u68c0\u3002<\/p>\n<\/li>\n<li>\n<p>\u53cd\u4e4b&#xff0c;\u5982\u679c\u4f60\u53ea\u7528\u591c\u95f4\u7a97\u53e3\u8ba1\u7b97&#xff0c;\u767d\u5929\u5f00\u5de5\u7684\u7b2c\u4e00\u4e2a\u9ad8\u529f\u7387\u70b9&#xff0c;\u6781\u6613\u56e0\u4e3a\u8d85\u51fa\u591c\u95f4\u03c3\u800c\u88ab\u8bef\u6740\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>2. \u975e\u6b63\u6001\u5206\u5e03<\/h4>\n<p>\u80fd\u8017\u6570\u636e\u5f80\u5f80\u5448\u73b0\u53f3\u504f\u5206\u5e03&#xff08;\u5927\u90e8\u5206\u65f6\u95f4\u4f4e\u8d1f\u8377&#xff0c;\u5076\u53d1\u9ad8\u8d1f\u8377&#xff09;&#xff0c;\u5e76\u4e0d\u7b26\u5408\u6b63\u6001\u5206\u5e03\u5047\u8bbe\u3002\u5f3a\u884c\u5957\u7528\u57fa\u4e8e\u6b63\u6001\u5206\u5e03\u7684\u7edf\u8ba1\u65b9\u6cd5&#xff0c;\u51c6\u786e\u7387\u6781\u4f4e\u3002<\/p>\n<h3>\u4e09\u3001\u7834\u5c40\u4e4b\u9053&#xff1a;\u8fb9\u7f18\u4fa7\u7684\u201c\u52a8\u6001\u57fa\u7ebf &#043; MAD\u201d\u5b9e\u6218\u7b56\u7565<\/h3>\n<p>\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898&#xff0c;\u6211\u4eec\u5728\u6850\u76db\u79d1\u6280\u7684\u8fb9\u7f18\u8ba1\u7b97\u67b6\u6784\u5b9e\u8df5\u4e2d&#xff0c;\u91c7\u7528\u4e86\u4e00\u5957\u66f4\u9002\u5408\u5de5\u4e1a\u73b0\u573a\u7684\u7ec4\u5408\u62f3\u3002<\/p>\n<h4>1. \u7b97\u6cd5\u5347\u7ea7&#xff1a;\u7528MAD\u66ff\u4ee3\u6807\u51c6\u5dee<\/h4>\n<p>\u9488\u5bf9\u975e\u6b63\u6001\u5206\u5e03&#xff0c;\u6211\u4eec\u5f15\u5165\u00a0MAD&#xff08;Median Absolute Deviation&#xff0c;\u4e2d\u4f4d\u6570\u7edd\u5bf9\u504f\u5dee&#xff09;\u00a0\u3002\u76f8\u6bd4\u5747\u503c\u548c\u6807\u51c6\u5dee&#xff0c;\u4e2d\u4f4d\u6570\u5bf9\u5f02\u5e38\u503c\u5177\u6709\u6781\u5f3a\u7684\u9c81\u68d2\u6027&#xff08;Robustness&#xff09;\u3002<\/p>\n<p>\u6838\u5fc3\u903b\u8f91&#xff1a;<\/p>\n<p>def is_outlier(current_point, data_window, k&#061;3.5):<br \/>\n    &#034;&#034;&#034;<br \/>\n    MAD\u5f02\u5e38\u68c0\u6d4b&#xff08;\u65e0\u9700\u6b63\u6001\u5047\u8bbe&#xff09;<br \/>\n    :param current_point: \u5f53\u524d\u5f85\u68c0\u6d4b\u503c<br \/>\n    :param data_window: \u5386\u53f2\u540c\u7ec4\u6570\u636e&#xff08;\u4e0d\u542b\u5f53\u524d\u70b9&#xff0c;\u6837\u672c\u91cf\u5efa\u8bae\u226510&#xff09;<br \/>\n    :param k: MAD\u500d\u6570\u9608\u503c&#xff0c;\u8d8a\u5927\u8d8a\u5bbd\u677e&#xff0c;\u5de5\u7a0b\u4e0a\u901a\u5e38\u53d63.0~4.0<br \/>\n    :return: (\u662f\u5426\u5f02\u5e38, \u5efa\u8bae\u586b\u5145\u503c)<br \/>\n    &#034;&#034;&#034;<br \/>\n    median &#061; np.median(data_window)<br \/>\n    mad &#061; np.median(np.abs(data_window &#8211; median))<\/p>\n<p>    # \u76f4\u63a5\u7528\u504f\u79bb\u4e2d\u4f4d\u6570\u591a\u5c11\u4e2aMAD\u6765\u5224\u5b9a&#xff0c;\u4e0d\u505a\u6b63\u6001\u5047\u8bbe\u4fee\u6b63<br \/>\n    if abs(current_point &#8211; median) &gt; k * mad:<br \/>\n        return True, median  # \u5f02\u5e38&#xff0c;\u5efa\u8bae\u7528\u4e2d\u4f4d\u6570\u586b\u5145<br \/>\n    return False, current_point 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