{"id":64929,"date":"2026-01-24T10:04:42","date_gmt":"2026-01-24T02:04:42","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/64929.html"},"modified":"2026-01-24T10:04:42","modified_gmt":"2026-01-24T02:04:42","slug":"290%e9%a1%b5%e7%94%b5%e5%ad%90%e4%b9%a6%e6%89%93%e9%80%a0%e4%bc%81%e4%b8%9a%e7%ba%a7%e7%9f%a5%e8%af%86%e5%9b%be%e8%b0%b1%e7%9a%84%e5%ae%9e%e6%88%98%e6%89%8b%e5%86%8c%ef%bc%8cneo4j-%e9%a6%96%e5%b8%ad","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/64929.html","title":{"rendered":"[290\u9875\u7535\u5b50\u4e66]\u6253\u9020\u4f01\u4e1a\u7ea7\u77e5\u8bc6\u56fe\u8c31\u7684\u5b9e\u6218\u624b\u518c\uff0cNeo4j \u9996\u5e2d\u79d1\u5b66\u5bb6\u529b\u4f5c\uff01\u4ece\u56fe\u6570\u636e\u5e93\u57fa\u7840\u5230\u56fe\u539f\u751f\u673a\u5668\u5b66\u4e60"},"content":{"rendered":"<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"1195\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020439-697428b70012f.png\" width=\"898\" \/><\/p>\n<h3>Building Knowledge Graphs: Incredibly Useful Guide from Theory to Production<\/h3>\n<hr \/>\n<h4>\u6458\u8981<\/h4>\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u539f\u7406\u4e0e\u5b9e\u8df5\u65b9\u6cd5&#xff0c;\u6db5\u76d6\u4ece\u6570\u636e\u5bfc\u5165\u3001\u56fe\u6570\u636e\u5e93\u64cd\u4f5c\u5230\u673a\u5668\u5b66\u4e60\u589e\u5f3a\u7684\u5b8c\u6574\u6d41\u7a0b\u3002\u901a\u8fc7\u5b9e\u9645\u6848\u4f8b\u5c55\u793a\u5982\u4f55\u5c06\u77e5\u8bc6\u56fe\u8c31\u5e94\u7528\u4e8e\u5143\u6570\u636e\u7ba1\u7406\u3001\u8eab\u4efd\u8bc6\u522b\u3001\u6a21\u5f0f\u68c0\u6d4b\u3001\u4f9d\u8d56\u5206\u6790\u548c\u8bed\u4e49\u641c\u7d22\u7b49\u573a\u666f&#xff0c;\u4e3a\u4f01\u4e1a\u6784\u5efa\u667a\u80fd\u5316\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u63d0\u4f9b\u7cfb\u7edf\u6027\u6307\u5bfc\u3002<\/p>\n<p>\u9605\u8bfb\u539f\u6587\u6216https:\/\/t.zsxq.com\/3zwKZ\u83b7\u53d6\u539f\u6587pdf<\/p>\n<h3>\u4e00\u3001\u77e5\u8bc6\u56fe\u8c31&#xff1a;\u6570\u636e\u6d2a\u6d41\u4e2d\u7684\u667a\u80fd\u706f\u5854<\/h3>\n<h4>1.1 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class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"575\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020439-697428b799821.png\" width=\"738\" \/><\/p>\n<h4>1.2 \u56fe\u6280\u672f\u7684\u5d1b\u8d77<\/h4>\n<p>\u5728\u8fc7\u53bb\u7684\u5341\u5e74\u4e2d&#xff0c;\u4e00\u79cd\u57fa\u4e8e\u56fe\u7684\u65b0\u6280\u672f\u7c7b\u522b\u5df2\u7ecf\u4ece\u9ed8\u9ed8\u65e0\u95fb\u8d70\u5411\u4e86\u7a81\u51fa\u5730\u4f4d\u3002\u56fe\u6280\u672f\u5df2\u7ecf\u6210\u4e3a\u4ece\u9762\u5411\u6d88\u8d39\u8005\u7684\u7cfb\u7edf&#xff08;\u5982\u5bfc\u822a\u548c\u793e\u4ea4\u7f51\u7edc&#xff09;\u5230\u5173\u952e\u57fa\u7840\u8bbe\u65bd&#xff08;\u5982\u4f9b\u5e94\u94fe\u548c\u7535\u7f51&#xff09;\u7684\u57fa\u7840\u3002<\/p>\n<p>\u8fd9\u4e9b\u91cd\u8981\u7684\u56fe\u5e94\u7528\u573a\u666f\u5f97\u51fa\u4e86\u4e00\u4e2a\u5171\u540c\u7684\u7ed3\u8bba&#xff1a;\u5728\u4e0a\u4e0b\u6587\u4e2d\u5e94\u7528\u77e5\u8bc6\u662f\u5927\u591a\u6570\u4f01\u4e1a\u62e5\u6709\u7684\u6700\u5f3a\u5927\u7684\u5de5\u5177\u3002\u4e00\u5957\u88ab\u79f0\u4e3a\u77e5\u8bc6\u56fe\u8c31\u7684\u6a21\u5f0f\u548c\u5b9e\u8df5\u6b63\u5728\u5174\u8d77&#xff0c;\u65e8\u5728\u5e2e\u52a9\u5728\u4e0a\u4e0b\u6587\u4e2d\u7406\u89e3\u6570\u636e&#xff0c;\u5176\u4e2d\u4e0a\u4e0b\u6587\u88ab\u8868\u793a\u4e3a\u8fde\u63a5\u6570\u636e\u9879\u7684\u56fe\u3002<\/p>\n<h4>1.3 \u77e5\u8bc6\u56fe\u8c31\u7684\u6838\u5fc3\u4ef7\u503c<\/h4>\n<p>\u77e5\u8bc6\u56fe\u8c31\u4e4b\u6240\u4ee5\u6709\u7528&#xff0c;\u662f\u56e0\u4e3a\u5b83\u4eec\u63d0\u4f9b\u4e86\u6570\u636e\u7684\u60c5\u5883\u5316\u7406\u89e3\u3002\u4e0a\u4e0b\u6587\u6e90\u4e8e\u63d0\u4f9b\u7ed3\u6784\u548c\u89e3\u91ca\u89c4\u5219\u7684\u5143\u6570\u636e\u5c42&#xff08;\u56fe\u62d3\u6251\u548c\u5176\u4ed6\u7279\u5f81&#xff09;\u3002\u77e5\u8bc6\u56fe\u8c31\u63d0\u4f9b\u7684\u8fde\u63a5\u4e0a\u4e0b\u6587\u4f7f\u60a8\u80fd\u591f\u4ece\u73b0\u6709\u6570\u636e\u4e2d\u63d0\u53d6\u66f4\u5927\u7684\u4ef7\u503c&#xff0c;\u63a8\u52a8\u81ea\u52a8\u5316\u548c\u6d41\u7a0b\u4f18\u5316&#xff0c;\u6539\u8fdb\u9884\u6d4b&#xff0c;\u5e76\u652f\u6301\u5bf9\u4e0d\u65ad\u53d8\u5316\u7684\u4e1a\u52a1\u73af\u5883\u505a\u51fa\u654f\u6377\u54cd\u5e94\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u77e5\u8bc6\u56fe\u8c31\u7684\u672c\u8d28\u4e0e\u5b9a\u4e49<\/h3>\n<h4>2.1 \u4ec0\u4e48\u662f\u77e5\u8bc6\u56fe\u8c31<\/h4>\n<p>\u77e5\u8bc6\u56fe\u8c31\u662f\u4e00\u79cd\u7279\u5b9a\u7c7b\u578b\u7684\u56fe&#xff0c;\u5f3a\u8c03\u60c5\u5883\u7406\u89e3\u3002\u77e5\u8bc6\u56fe\u8c31\u662f\u76f8\u4e92\u5173\u8054\u7684\u4e8b\u5b9e\u96c6\u5408&#xff0c;\u4ee5\u4eba\u7c7b\u548c\u673a\u5668\u90fd\u80fd\u7406\u89e3\u7684\u683c\u5f0f\u63cf\u8ff0\u73b0\u5b9e\u4e16\u754c\u7684\u5b9e\u4f53\u3001\u4e8b\u4ef6\u6216\u4e8b\u7269\u53ca\u5176\u76f8\u4e92\u5173\u7cfb\u3002<\/p>\n<p>\u5173\u952e\u7684\u662f&#xff0c;\u77e5\u8bc6\u56fe\u8c31\u5fc5\u987b\u5177\u6709\u7ec4\u7ec7\u539f\u5219&#xff0c;\u4ee5\u4fbf\u7528\u6237&#xff08;\u6216\u8ba1\u7b97\u673a\u7cfb\u7edf&#xff09;\u53ef\u4ee5\u5bf9\u5e95\u5c42\u6570\u636e\u8fdb\u884c\u63a8\u7406\u3002\u7ec4\u7ec7\u539f\u5219\u63d0\u4f9b\u4e86\u989d\u5916\u7684\u7ed3\u6784\u5c42&#xff0c;\u589e\u52a0\u4e86\u652f\u6301\u77e5\u8bc6\u53d1\u73b0\u7684\u4e0a\u4e0b\u6587\u3002\u7ec4\u7ec7\u539f\u5219\u4f7f\u6570\u636e\u672c\u8eab\u66f4\u52a0\u667a\u80fd\u3002\u8fd9\u4e00\u7406\u5ff5\u4e0e\u4f20\u7edf\u505a\u6cd5\u76f8\u6096\u2014\u2014\u4f20\u7edf\u505a\u6cd5\u4e2d\u667a\u80fd\u9a7b\u7559\u5728\u5e94\u7528\u7a0b\u5e8f\u4e2d&#xff0c;\u800c\u6570\u636e\u662f\u611a\u8822\u7684&#xff0c;\u53ea\u662f\u88ab\u6316\u6398\u548c\u63d0\u70bc\u7684\u5bf9\u8c61\u3002\u62e5\u6709\u66f4\u667a\u80fd\u7684\u6570\u636e\u65e2\u7b80\u5316\u4e86\u7cfb\u7edf&#xff0c;\u53c8\u9f13\u52b1\u4e86\u5e7f\u6cdb\u7684\u91cd\u7528\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"525\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020439-697428b7b8e77.png\" width=\"728\" \/><\/p>\n<h4>2.2 \u6570\u636e\u5b58\u50a8\u7684\u7075\u6d3b\u6027<\/h4>\n<p>\u77e5\u8bc6\u56fe\u8c31\u53ef\u4ee5\u662f\u5b58\u5728\u4e8e\u56fe\u6570\u636e\u5e93\u4e2d\u7684\u81ea\u5305\u542b\u5355\u5143&#xff0c;\u4e5f\u53ef\u4ee5\u6d89\u53ca\u5f62\u6210\u56fe\u8054\u90a6\u7684\u591a\u4e2a\u534f\u8c03\u56fe\u5b58\u50a8\u3002\u6216\u8005&#xff0c;\u77e5\u8bc6\u56fe\u8c31\u53ef\u4ee5\u6784\u5efa\u5728\u6570\u636e\u6e56\u4e4b\u4e0a&#xff0c;\u4e3a\u65e0\u5dee\u522b\u7684\u6279\u91cf\u5b58\u50a8\u5e26\u6765\u7ed3\u6784\u548c\u77e5\u8bc6\u3002\u77e5\u8bc6\u56fe\u8c31\u8fd8\u53ef\u4ee5\u662f\u4e00\u4e2a\u903b\u8f91\u5c42&#xff0c;\u4e3a\u4e0d\u540c\u7c7b\u578b\u7684\u591a\u4e2a\u6570\u636e\u6e90\u63d0\u4f9b\u7ed3\u6784\u548c\u6d1e\u5bdf&#xff0c;\u4f7f\u6570\u636e\u6d88\u8d39\u8005\u83b7\u5f97\u6570\u636e\u7684\u6574\u4f53\u3001\u7b56\u5212\u89c6\u56fe\u3002<\/p>\n<p>\u539f\u5219\u4e0a&#xff0c;\u77e5\u8bc6\u56fe\u8c31\u4e0e\u5e95\u5c42\u6570\u636e\u7684\u7269\u7406\u5b58\u50a8\u65e0\u5173\u3002\u5b83\u4eec\u53ef\u4ee5\u652f\u6301\u4e0d\u540c\u7684\u67b6\u6784\u65b9\u6cd5&#xff0c;\u4ece\u865a\u62df\u5316\u65b9\u6cd5&#xff08;\u77e5\u8bc6\u56fe\u8c31\u662f\u5916\u90e8\u5b58\u50a8\u6570\u636e\u7684\u667a\u80fd\u7d22\u5f15&#xff09;\u5230\u5b8c\u5168\u7269\u5316\u65b9\u6cd5&#xff08;\u6570\u636e\u5b8c\u5168\u6258\u7ba1\u5728\u56fe\u5e73\u53f0\u4e2d&#xff09;&#xff0c;\u4ee5\u53ca\u4e24\u8005\u4e4b\u95f4\u7684\u4efb\u4f55\u6df7\u5408\u65b9\u6cd5\u3002<\/p>\n<h4>2.3 \u77e5\u8bc6\u56fe\u8c31\u7684\u7c7b\u6bd4<\/h4>\n<p>\u60a8\u53ef\u4ee5\u5c06\u77e5\u8bc6\u56fe\u8c31\u60f3\u8c61\u6210\u6570\u636e\u7684\u4e30\u5bcc\u7d22\u5f15&#xff0c;\u63d0\u4f9b\u7b56\u5212\u670d\u52a1&#xff0c;\u5c31\u50cf\u4e00\u4f4d\u719f\u7ec3\u7684\u56fe\u4e66\u7ba1\u7406\u5458\u5411\u7814\u7a76\u4eba\u5458\u63a8\u8350\u4e66\u7c4d\u548c\u671f\u520a\u4e00\u6837\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"283\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020439-697428b7d4aa6.png\" width=\"747\" \/><\/p>\n<hr \/>\n<h3>\u4e09\u3001\u77e5\u8bc6\u56fe\u8c31\u7684\u7ec4\u7ec7\u539f\u5219<\/h3>\n<h4>3.1 \u7ec4\u7ec7\u539f\u5219\u7684\u91cd\u8981\u6027<\/h4>\n<p>\u7ec4\u7ec7\u539f\u5219\u53ef\u4ee5\u6269\u5c55\u4e3a\u77e5\u8bc6\u56fe\u8c31\u4e0e\u5176\u6d88\u8d39\u7528\u6237\u548c\u7cfb\u7edf\u4e4b\u95f4\u7684\u5951\u7ea6\u3002\u521b\u5efa\u7ec4\u7ec7\u539f\u5219\u6709\u51e0\u79cd\u4e0d\u540c\u7684\u9009\u62e9&#xff0c;\u6bcf\u79cd\u9009\u62e9\u90fd\u6709\u5176\u7279\u5b9a\u7684\u9002\u7528\u573a\u666f\u548c\u4f18\u52bf\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"316\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020439-697428b7ee856.png\" width=\"724\" \/><\/p>\n<h4>3.2 \u4ece\u7b80\u5355\u56fe\u5230\u5bcc\u56fe\u6a21\u578b<\/h4>\n<p>\u666e\u901a\u56fe<\/p>\n<p>\u6700\u57fa\u7840\u7684\u56fe\u7531\u8282\u70b9\u548c\u8fb9\u7ec4\u6210&#xff0c;\u6ca1\u6709\u989d\u5916\u7684\u8bed\u4e49\u5c42\u3002\u8fd9\u79cd\u7b80\u5355\u7684\u56fe\u7ed3\u6784\u867d\u7136\u53ef\u4ee5\u8868\u793a\u8fde\u63a5\u5173\u7cfb&#xff0c;\u4f46\u7f3a\u4e4f\u5bf9\u6570\u636e\u7684\u6df1\u5c42\u7406\u89e3\u80fd\u529b\u3002<\/p>\n<p>\u5bcc\u56fe\u6a21\u578b<\/p>\n<p>\u5bcc\u56fe\u6a21\u578b\u5728\u666e\u901a\u56fe\u7684\u57fa\u7840\u4e0a\u6dfb\u52a0\u4e86\u66f4\u591a\u7684\u8bed\u4e49\u4fe1\u606f&#xff0c;\u5982\u5c5e\u6027\u3001\u6807\u7b7e\u3001\u7c7b\u578b\u7b49\u3002\u8fd9\u4f7f\u5f97\u56fe\u80fd\u591f\u643a\u5e26\u66f4\u4e30\u5bcc\u7684\u4fe1\u606f&#xff0c;\u652f\u6301\u66f4\u590d\u6742\u7684\u67e5\u8be2\u548c\u63a8\u7406\u3002<\/p>\n<h4>3.3 \u4f7f\u7528\u5206\u7c7b\u6cd5\u7684\u77e5\u8bc6\u56fe\u8c31<\/h4>\n<p>\u5206\u7c7b\u6cd5&#xff08;Taxonomy&#xff09;\u4e3a\u77e5\u8bc6\u56fe\u8c31\u5f15\u5165\u4e86\u5c42\u6b21\u7ed3\u6784\u3002\u901a\u8fc7\u5efa\u7acb\u4ece\u4e00\u822c\u5230\u7279\u6b8a\u7684\u5206\u7c7b\u4f53\u7cfb&#xff0c;\u53ef\u4ee5\u7ec4\u7ec7\u5927\u91cf\u5b9e\u4f53\u5e76\u652f\u6301\u7ee7\u627f\u5173\u7cfb\u3002\u4f8b\u5982&#xff0c;\u5728\u751f\u7269\u5b66\u9886\u57df&#xff0c;&#034;\u54fa\u4e73\u52a8\u7269&#034;\u662f&#034;\u52a8\u7269&#034;\u7684\u5b50\u7c7b&#xff0c;&#034;\u72ac\u79d1&#034;\u53c8\u662f&#034;\u54fa\u4e73\u52a8\u7269&#034;\u7684\u5b50\u7c7b\u3002<\/p>\n<p>\u5206\u7c7b\u6cd5\u7684\u4f18\u52bf\u5728\u4e8e&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u63d0\u4f9b\u6e05\u6670\u7684\u5c42\u6b21\u7ed3\u6784<\/p>\n<\/li>\n<li>\n<p>\u652f\u6301\u4ece\u4e00\u822c\u5230\u7279\u6b8a\u7684\u63a8\u7406<\/p>\n<\/li>\n<li>\n<p>\u4fbf\u4e8e\u7ec4\u7ec7\u548c\u68c0\u7d22\u4fe1\u606f<\/p>\n<\/li>\n<li>\n<p>\u964d\u4f4e\u6570\u636e\u5197\u4f59<\/p>\n<\/li>\n<\/ul>\n<h4>3.4 \u4f7f\u7528\u672c\u4f53\u7684\u77e5\u8bc6\u56fe\u8c31<\/h4>\n<p>\u672c\u4f53&#xff08;Ontology&#xff09;\u63d0\u4f9b\u4e86\u6bd4\u5206\u7c7b\u6cd5\u66f4\u4e30\u5bcc\u7684\u8bed\u4e49\u8868\u8fbe\u80fd\u529b\u3002\u672c\u4f53\u4e0d\u4ec5\u5b9a\u4e49\u4e86\u5b9e\u4f53\u7684\u5c42\u6b21\u5173\u7cfb&#xff0c;\u8fd8\u5b9a\u4e49\u4e86\u5b9e\u4f53\u4e4b\u95f4\u7684\u5404\u79cd\u590d\u6742\u5173\u7cfb\u3001\u7ea6\u675f\u548c\u89c4\u5219\u3002<\/p>\n<p>\u672c\u4f53\u7684\u7279\u70b9\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u591a\u5c42\u6b21\u7684\u5173\u7cfb\u5efa\u6a21<\/p>\n<\/li>\n<li>\n<p>\u4e30\u5bcc\u7684\u8bed\u4e49\u7ea6\u675f<\/p>\n<\/li>\n<li>\n<p>\u652f\u6301\u590d\u6742\u63a8\u7406<\/p>\n<\/li>\n<li>\n<p>\u9886\u57df\u77e5\u8bc6\u7684\u5f62\u5f0f\u5316\u8868\u8fbe<\/p>\n<\/li>\n<\/ul>\n<h4>3.5 \u9009\u62e9\u5408\u9002\u7684\u7ec4\u7ec7\u539f\u5219<\/h4>\n<p>\u9009\u62e9\u54ea\u79cd\u7ec4\u7ec7\u539f\u5219\u53d6\u51b3\u4e8e\u5177\u4f53\u7684\u5e94\u7528\u9700\u6c42\u3002\u7b80\u5355\u7684\u5e94\u7528\u53ef\u80fd\u53ea\u9700\u8981\u57fa\u672c\u7684\u5206\u7c7b\u6cd5&#xff0c;\u800c\u590d\u6742\u7684\u9886\u57df\u77e5\u8bc6\u7ba1\u7406\u5219\u53ef\u80fd\u9700\u8981\u5b8c\u6574\u7684\u672c\u4f53\u652f\u6301\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"926\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020440-697428b8120cf.png\" width=\"728\" \/><\/p>\n<hr \/>\n<h3>\u56db\u3001\u56fe\u6570\u636e\u5e93\u57fa\u7840<\/h3>\n<h4>4.1 Cypher\u67e5\u8be2\u8bed\u8a00<\/h4>\n<p>Cypher\u662f\u4e00\u79cd\u58f0\u660e\u5f0f\u56fe\u67e5\u8be2\u8bed\u8a00&#xff0c;\u4e13\u95e8\u8bbe\u8ba1\u7528\u4e8e\u5904\u7406\u56fe\u6570\u636e\u3002\u5b83\u4f7f\u7528\u76f4\u89c2\u7684ASCII\u827a\u672f\u98ce\u683c\u8bed\u6cd5\u6765\u8868\u793a\u56fe\u6a21\u5f0f\u3002<\/p>\n<p>\u521b\u5efa\u77e5\u8bc6\u56fe\u8c31\u6570\u636e<\/p>\n<p>\u5728\u77e5\u8bc6\u56fe\u8c31\u4e2d\u521b\u5efa\u6570\u636e\u662f\u6784\u5efa\u56fe\u7684\u7b2c\u4e00\u6b65\u3002\u901a\u8fc7Cypher\u8bed\u8a00&#xff0c;\u53ef\u4ee5\u8f7b\u677e\u521b\u5efa\u8282\u70b9\u3001\u5173\u7cfb\u548c\u5c5e\u6027&#xff0c;\u6784\u5efa\u8d77\u590d\u6742\u7684\u77e5\u8bc6\u7f51\u7edc\u3002<\/p>\n<p>\u907f\u514d\u91cd\u590d\u6570\u636e<\/p>\n<p>\u5728\u4e30\u5bcc\u77e5\u8bc6\u56fe\u8c31\u65f6\u907f\u514d\u91cd\u590d\u81f3\u5173\u91cd\u8981\u3002\u901a\u8fc7\u4f7f\u7528MERGE\u8bed\u53e5\u800c\u4e0d\u662fCREATE\u8bed\u53e5&#xff0c;\u53ef\u4ee5\u786e\u4fdd\u5b9e\u4f53\u7684\u552f\u4e00\u6027&#xff0c;\u9632\u6b62\u6570\u636e\u5197\u4f59\u3002<\/p>\n<h4>4.2 \u56fe\u67e5\u8be2\u7c7b\u578b<\/h4>\n<p>\u56fe\u5c40\u90e8\u67e5\u8be2<\/p>\n<p>\u56fe\u5c40\u90e8\u67e5\u8be2\u5173\u6ce8\u4ece\u7279\u5b9a\u8d77\u70b9\u51fa\u53d1\u7684\u6709\u9650\u6df1\u5ea6\u904d\u5386\u3002\u8fd9\u7c7b\u67e5\u8be2\u901a\u5e38\u7528\u4e8e\u67e5\u627e\u5b9e\u4f53\u7684\u76f4\u63a5\u90bb\u5c45\u6216\u7279\u5b9a\u5173\u7cfb\u8def\u5f84\u3002\u4f8b\u5982&#xff0c;\u67e5\u627e\u67d0\u4e2a\u7528\u6237\u7684\u6240\u6709\u670b\u53cb&#xff0c;\u6216\u8005\u67d0\u4e2a\u4ea7\u54c1\u7684\u6240\u6709\u4f9b\u5e94\u5546\u3002<\/p>\n<p>\u56fe\u5168\u5c40\u67e5\u8be2<\/p>\n<p>\u56fe\u5168\u5c40\u67e5\u8be2\u6d89\u53ca\u6574\u4e2a\u56fe\u7684\u5206\u6790&#xff0c;\u5982\u6700\u77ed\u8def\u5f84\u8ba1\u7b97\u3001\u4e2d\u5fc3\u6027\u5206\u6790\u3001\u793e\u533a\u68c0\u6d4b\u7b49\u3002\u8fd9\u7c7b\u67e5\u8be2\u901a\u5e38\u8ba1\u7b97\u5bc6\u96c6&#xff0c;\u4f46\u80fd\u63d0\u4f9b\u5168\u5c40\u89c6\u89d2\u7684\u6d1e\u5bdf\u3002<\/p>\n<h4>4.3 \u51fd\u6570\u548c\u8fc7\u7a0b\u8c03\u7528<\/h4>\n<p>\u56fe\u6570\u636e\u5e93\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5185\u7f6e\u51fd\u6570\u548c\u8fc7\u7a0b&#xff0c;\u652f\u6301\u590d\u6742\u7684\u56fe\u7b97\u6cd5\u548c\u5206\u6790\u64cd\u4f5c\u3002\u8fd9\u4e9b\u529f\u80fd\u5927\u5927\u6269\u5c55\u4e86\u56fe\u67e5\u8be2\u7684\u80fd\u529b&#xff0c;\u4f7f\u5f97\u53ef\u4ee5\u8fdb\u884c\u9ad8\u7ea7\u5206\u6790\u800c\u65e0\u9700\u7f16\u5199\u590d\u6742\u7684\u7b97\u6cd5\u4ee3\u7801\u3002<\/p>\n<h4>4.4 Neo4j\u5185\u90e8\u673a\u5236<\/h4>\n<p>\u67e5\u8be2\u5904\u7406<\/p>\n<p>Neo4j\u91c7\u7528\u57fa\u4e8e\u6210\u672c\u7684\u67e5\u8be2\u4f18\u5316\u5668&#xff0c;\u80fd\u591f\u667a\u80fd\u9009\u62e9\u6700\u4f18\u7684\u6267\u884c\u8ba1\u5212\u3002\u67e5\u8be2\u5904\u7406\u6d89\u53ca\u89e3\u6790\u3001\u4f18\u5316\u548c\u6267\u884c\u4e09\u4e2a\u4e3b\u8981\u9636\u6bb5\u3002<\/p>\n<p>ACID\u4e8b\u52a1<\/p>\n<p>Neo4j\u5b8c\u5168\u652f\u6301ACID\u4e8b\u52a1&#xff0c;\u786e\u4fdd\u6570\u636e\u7684\u4e00\u81f4\u6027\u548c\u53ef\u9760\u6027\u3002\u8fd9\u5bf9\u4e8e\u4f01\u4e1a\u7ea7\u5e94\u7528\u81f3\u5173\u91cd\u8981&#xff0c;\u7279\u522b\u662f\u5728\u9700\u8981\u4fdd\u8bc1\u6570\u636e\u5b8c\u6574\u6027\u7684\u91d1\u878d\u3001\u533b\u7597\u7b49\u9886\u57df\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"445\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020440-697428b83bfc2.png\" width=\"720\" \/><\/p>\n<hr \/>\n<h3>\u4e94\u3001\u77e5\u8bc6\u56fe\u8c31\u6570\u636e\u52a0\u8f7d<\/h3>\n<h4>5.1 \u4f7f\u7528Neo4j\u6570\u636e\u5bfc\u5165\u5668<\/h4>\n<p>Neo4j\u6570\u636e\u5bfc\u5165\u5668\u63d0\u4f9b\u4e86\u4e00\u4e2a\u56fe\u5f62\u5316\u754c\u9762&#xff0c;\u4f7f\u5f97\u975e\u6280\u672f\u7528\u6237\u4e5f\u80fd\u8f7b\u677e\u5bfc\u5165\u6570\u636e\u5230\u77e5\u8bc6\u56fe\u8c31\u4e2d\u3002\u8fd9\u4e2a\u5de5\u5177\u652f\u6301CSV\u683c\u5f0f&#xff0c;\u53ef\u4ee5\u5feb\u901f\u5efa\u7acb\u6570\u636e\u6a21\u578b\u5e76\u8fdb\u884c\u5bfc\u5165\u3002<\/p>\n<h4>5.2 \u4f7f\u7528LOAD CSV\u8fdb\u884c\u5728\u7ebf\u6279\u91cf\u6570\u636e\u52a0\u8f7d<\/h4>\n<p>LOAD CSV\u662fCypher\u8bed\u8a00\u7684\u4e00\u4e2a\u5f3a\u5927\u529f\u80fd&#xff0c;\u5141\u8bb8\u4eceCSV\u6587\u4ef6\u76f4\u63a5\u52a0\u8f7d\u6570\u636e\u5230\u56fe\u6570\u636e\u5e93\u3002\u8fd9\u79cd\u65b9\u6cd5\u9002\u5408\u4e2d\u7b49\u89c4\u6a21\u7684\u6570\u636e\u5bfc\u5165&#xff0c;\u5e76\u4e14\u53ef\u4ee5\u5728\u52a0\u8f7d\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u6570\u636e\u8f6c\u6362\u548c\u9a8c\u8bc1\u3002<\/p>\n<p>LOAD CSV\u7684\u4f18\u52bf&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u7075\u6d3b\u7684\u6570\u636e\u8f6c\u6362<\/p>\n<\/li>\n<li>\n<p>\u5b9e\u65f6\u9a8c\u8bc1\u548c\u6e05\u6d17<\/p>\n<\/li>\n<li>\n<p>\u652f\u6301\u4e8b\u52a1\u63a7\u5236<\/p>\n<\/li>\n<li>\n<p>\u6613\u4e8e\u8c03\u8bd5\u548c\u4fee\u6539<\/p>\n<\/li>\n<\/ul>\n<h4>5.3 \u521d\u59cb\u6279\u91cf\u52a0\u8f7d<\/h4>\n<p>\u5bf9\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u7684\u521d\u59cb\u5bfc\u5165&#xff0c;Neo4j\u63d0\u4f9b\u4e86\u4e13\u95e8\u7684\u6279\u91cf\u5bfc\u5165\u5de5\u5177&#xff08;neo4j-admin import&#xff09;\u3002\u8fd9\u4e2a\u5de5\u5177\u7ecf\u8fc7\u9ad8\u5ea6\u4f18\u5316&#xff0c;\u80fd\u591f\u4ee5\u6781\u5feb\u7684\u901f\u5ea6\u5bfc\u5165\u6570\u767e\u4e07\u751a\u81f3\u6570\u5341\u4ebf\u7684\u8282\u70b9\u548c\u5173\u7cfb\u3002<\/p>\n<p>\u6279\u91cf\u5bfc\u5165\u7684\u7279\u70b9&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6781\u9ad8\u7684\u5bfc\u5165\u901f\u5ea6<\/p>\n<\/li>\n<li>\n<p>\u4f4e\u5185\u5b58\u5360\u7528<\/p>\n<\/li>\n<li>\n<p>\u9002\u5408TB\u7ea7\u6570\u636e<\/p>\n<\/li>\n<li>\n<p>\u79bb\u7ebf\u5904\u7406\u6a21\u5f0f<\/p>\n<\/li>\n<\/ul>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"453\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020440-697428b857145.png\" width=\"713\" \/><\/p>\n<h3>\u516d\u3001\u77e5\u8bc6\u56fe\u8c31\u4e0e\u4fe1\u606f\u7cfb\u7edf\u7684\u96c6\u6210<\/h3>\n<h4>6.1 \u8fc8\u5411\u6570\u636e\u7ec7\u7269<\/h4>\n<p>\u73b0\u4ee3\u4f01\u4e1a\u9700\u8981\u7684\u4e0d\u4ec5\u4ec5\u662f\u5b64\u7acb\u7684\u77e5\u8bc6\u56fe\u8c31&#xff0c;\u800c\u662f\u4e00\u4e2a\u80fd\u591f\u6574\u5408\u5404\u79cd\u6570\u636e\u6e90\u7684\u6570\u636e\u7ec7\u7269&#xff08;Data Fabric&#xff09;\u3002\u77e5\u8bc6\u56fe\u8c31\u5728\u8fd9\u4e2a\u67b6\u6784\u4e2d\u626e\u6f14\u7740\u6838\u5fc3\u89d2\u8272&#xff0c;\u4f5c\u4e3a\u8bed\u4e49\u5c42\u8fde\u63a5\u548c\u7406\u89e3\u5206\u6563\u7684\u6570\u636e\u3002<\/p>\n<h4>6.2 \u6570\u636e\u5e93\u9a71\u52a8\u7a0b\u5e8f<\/h4>\n<p>\u901a\u8fc7\u6807\u51c6\u7684\u6570\u636e\u5e93\u9a71\u52a8\u7a0b\u5e8f&#xff0c;\u5e94\u7528\u7a0b\u5e8f\u53ef\u4ee5\u8f7b\u677e\u8fde\u63a5\u5230\u56fe\u6570\u636e\u5e93\u3002Neo4j\u63d0\u4f9b\u4e86\u591a\u79cd\u8bed\u8a00\u7684\u5b98\u65b9\u9a71\u52a8\u7a0b\u5e8f&#xff0c;\u5305\u62ecJava\u3001Python\u3001JavaScript\u3001C#\u7b49&#xff0c;\u652f\u6301\u5404\u79cd\u5e94\u7528\u573a\u666f\u3002<\/p>\n<h4>6.3 \u4f7f\u7528\u590d\u5408\u6570\u636e\u5e93\u8fdb\u884c\u56fe\u8054\u90a6<\/h4>\n<p>\u590d\u5408\u6570\u636e\u5e93&#xff08;Composite Databases&#xff09;\u5141\u8bb8\u5c06\u591a\u4e2a\u56fe\u6570\u636e\u5e93\u8054\u5408\u6210\u4e00\u4e2a\u903b\u8f91\u89c6\u56fe\u3002\u8fd9\u79cd\u65b9\u6cd5\u7279\u522b\u9002\u5408\u5927\u578b\u7ec4\u7ec7&#xff0c;\u4e0d\u540c\u90e8\u95e8\u53ef\u4ee5\u7ef4\u62a4\u81ea\u5df1\u7684\u77e5\u8bc6\u56fe\u8c31&#xff0c;\u540c\u65f6\u901a\u8fc7\u8054\u90a6\u67e5\u8be2\u5b9e\u73b0\u8de8\u90e8\u95e8\u7684\u77e5\u8bc6\u53d1\u73b0\u3002<\/p>\n<h4>6.4 \u670d\u52a1\u5668\u7aef\u8fc7\u7a0b<\/h4>\n<p>\u670d\u52a1\u5668\u7aef\u8fc7\u7a0b\u6269\u5c55\u4e86\u56fe\u6570\u636e\u5e93\u7684\u529f\u80fd&#xff0c;\u5141\u8bb8\u5728\u6570\u636e\u5e93\u5185\u90e8\u6267\u884c\u590d\u6742\u7684\u4e1a\u52a1\u903b\u8f91\u3002\u8fd9\u51cf\u5c11\u4e86\u6570\u636e\u4f20\u8f93&#xff0c;\u63d0\u9ad8\u4e86\u6027\u80fd&#xff0c;\u5e76\u4f7f\u5f97\u590d\u6742\u7b97\u6cd5\u53ef\u4ee5\u66f4\u63a5\u8fd1\u6570\u636e\u3002<\/p>\n<h4>6.5 \u4f7f\u7528Neo4j APOC\u8fdb\u884c\u6570\u636e\u865a\u62df\u5316<\/h4>\n<p>APOC&#xff08;Awesome Procedures on Cypher&#xff09;\u662fNeo4j\u7684\u4e00\u4e2a\u5f3a\u5927\u6269\u5c55\u5e93&#xff0c;\u63d0\u4f9b\u4e86\u6570\u767e\u4e2a\u5b9e\u7528\u8fc7\u7a0b\u548c\u51fd\u6570\u3002\u901a\u8fc7APOC&#xff0c;\u53ef\u4ee5\u5b9e\u73b0\u6570\u636e\u865a\u62df\u5316&#xff0c;\u8fde\u63a5\u5916\u90e8\u6570\u636e\u6e90\u800c\u65e0\u9700\u7269\u7406\u5bfc\u5165\u6570\u636e\u3002<\/p>\n<h4>6.6 \u81ea\u5b9a\u4e49\u51fd\u6570\u548c\u8fc7\u7a0b<\/h4>\n<p>\u5bf9\u4e8e\u7279\u5b9a\u9886\u57df\u7684\u9700\u6c42&#xff0c;\u53ef\u4ee5\u5f00\u53d1\u81ea\u5b9a\u4e49\u51fd\u6570\u548c\u8fc7\u7a0b\u3002\u8fd9\u63d0\u4f9b\u4e86\u6700\u5927\u7684\u7075\u6d3b\u6027&#xff0c;\u4f7f\u5f97\u77e5\u8bc6\u56fe\u8c31\u80fd\u591f\u5b8c\u7f8e\u9002\u5e94\u4f01\u4e1a\u7684\u72ec\u7279\u9700\u6c42\u3002<\/p>\n<h4>6.7 \u4e92\u8865\u5de5\u5177\u548c\u6280\u672f<\/h4>\n<p>GraphQL<\/p>\n<p>GraphQL\u63d0\u4f9b\u4e86\u4e00\u79cd\u7075\u6d3b\u7684API\u67e5\u8be2\u8bed\u8a00&#xff0c;\u53ef\u4ee5\u4e0e\u77e5\u8bc6\u56fe\u8c31\u65e0\u7f1d\u96c6\u6210\u3002\u901a\u8fc7GraphQL&#xff0c;\u524d\u7aef\u5e94\u7528\u53ef\u4ee5\u7cbe\u786e\u8bf7\u6c42\u6240\u9700\u7684\u6570\u636e&#xff0c;\u907f\u514d\u8fc7\u5ea6\u83b7\u53d6\u6216\u4e0d\u8db3\u83b7\u53d6\u3002<\/p>\n<p>Kafka Connect\u63d2\u4ef6<\/p>\n<p>Apache Kafka\u662f\u6d41\u884c\u7684\u4e8b\u4ef6\u6d41\u5e73\u53f0&#xff0c;\u901a\u8fc7Kafka Connect\u63d2\u4ef6&#xff0c;\u53ef\u4ee5\u5b9e\u73b0\u77e5\u8bc6\u56fe\u8c31\u4e0e\u5b9e\u65f6\u6570\u636e\u6d41\u7684\u96c6\u6210&#xff0c;\u652f\u6301\u4e8b\u4ef6\u9a71\u52a8\u7684\u77e5\u8bc6\u66f4\u65b0\u3002<\/p>\n<p>Neo4j Spark\u8fde\u63a5\u5668<\/p>\n<p>\u5bf9\u4e8e\u5927\u6570\u636e\u5904\u7406\u573a\u666f&#xff0c;Neo4j Spark\u8fde\u63a5\u5668\u5141\u8bb8Apache Spark\u4e0e\u56fe\u6570\u636e\u5e93\u534f\u540c\u5de5\u4f5c&#xff0c;\u7ed3\u5408\u4e86Spark\u7684\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\u80fd\u529b\u548c\u56fe\u6570\u636e\u5e93\u7684\u5173\u7cfb\u5206\u6790\u80fd\u529b\u3002<\/p>\n<p>Apache Hop\u7528\u4e8eETL<\/p>\n<p>Apache Hop\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u6570\u636e\u7f16\u6392\u5e73\u53f0&#xff0c;\u53ef\u4ee5\u6784\u5efa\u590d\u6742\u7684ETL&#xff08;\u63d0\u53d6\u3001\u8f6c\u6362\u3001\u52a0\u8f7d&#xff09;\u6d41\u7a0b&#xff0c;\u5c06\u5404\u79cd\u6570\u636e\u6e90\u7684\u6570\u636e\u6574\u5408\u5230\u77e5\u8bc6\u56fe\u8c31\u4e2d\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"497\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020440-697428b877b72.png\" width=\"723\" \/><\/p>\n<hr \/>\n<h3>\u4e03\u3001\u4f7f\u7528\u6570\u636e\u79d1\u5b66\u4e30\u5bcc\u77e5\u8bc6\u56fe\u8c31<\/h3>\n<h4>7.1 \u4e3a\u4ec0\u4e48\u9700\u8981\u56fe\u7b97\u6cd5<\/h4>\n<p>\u56fe\u7b97\u6cd5\u80fd\u591f\u63ed\u793a\u6570\u636e\u4e2d\u9690\u85cf\u7684\u6a21\u5f0f\u548c\u5173\u7cfb\u3002\u901a\u8fc7\u5e94\u7528\u5404\u79cd\u56fe\u7b97\u6cd5&#xff0c;\u53ef\u4ee5\u4ece\u4e0d\u540c\u89d2\u5ea6\u5206\u6790\u77e5\u8bc6\u56fe\u8c31&#xff0c;\u53d1\u73b0\u4eba\u5de5\u96be\u4ee5\u5bdf\u89c9\u7684\u6d1e\u5bdf\u3002<\/p>\n<h4>7.2 \u56fe\u7b97\u6cd5\u7684\u4e0d\u540c\u7c7b\u522b<\/h4>\n<p>\u56fe\u7b97\u6cd5\u53ef\u4ee5\u5206\u4e3a\u51e0\u4e2a\u4e3b\u8981\u7c7b\u522b&#xff1a;<\/p>\n<p>\u8def\u5f84\u67e5\u627e\u7b97\u6cd5<\/p>\n<ul>\n<li>\n<p>\u6700\u77ed\u8def\u5f84<\/p>\n<\/li>\n<li>\n<p>\u5168\u5c40\u6700\u77ed\u8def\u5f84<\/p>\n<\/li>\n<li>\n<p>A*\u641c\u7d22<\/p>\n<\/li>\n<li>\n<p>Dijkstra\u7b97\u6cd5<\/p>\n<\/li>\n<\/ul>\n<p>\u4e2d\u5fc3\u6027\u7b97\u6cd5<\/p>\n<ul>\n<li>\n<p>\u5ea6\u4e2d\u5fc3\u6027<\/p>\n<\/li>\n<li>\n<p>\u63a5\u8fd1\u4e2d\u5fc3\u6027<\/p>\n<\/li>\n<li>\n<p>\u4e2d\u4ecb\u4e2d\u5fc3\u6027<\/p>\n<\/li>\n<li>\n<p>PageRank<\/p>\n<\/li>\n<\/ul>\n<p>\u793e\u533a\u68c0\u6d4b\u7b97\u6cd5<\/p>\n<ul>\n<li>\n<p>\u6807\u7b7e\u4f20\u64ad<\/p>\n<\/li>\n<li>\n<p>Louvain\u6a21\u5757\u5ea6<\/p>\n<\/li>\n<li>\n<p>\u5f3a\u8fde\u901a\u5206\u91cf<\/p>\n<\/li>\n<li>\n<p>\u5f31\u8fde\u901a\u5206\u91cf<\/p>\n<\/li>\n<\/ul>\n<p>\u76f8\u4f3c\u5ea6\u7b97\u6cd5<\/p>\n<ul>\n<li>\n<p>\u8282\u70b9\u76f8\u4f3c\u5ea6<\/p>\n<\/li>\n<li>\n<p>Jaccard\u76f8\u4f3c\u5ea6<\/p>\n<\/li>\n<li>\n<p>\u4f59\u5f26\u76f8\u4f3c\u5ea6<\/p>\n<\/li>\n<li>\n<p>\u6b27\u51e0\u91cc\u5f97\u8ddd\u79bb<\/p>\n<\/li>\n<\/ul>\n<h4>7.3 \u56fe\u6570\u636e\u79d1\u5b66\u64cd\u4f5c<\/h4>\n<p>\u56fe\u6570\u636e\u79d1\u5b66\u5de5\u4f5c\u6d41\u901a\u5e38\u5305\u62ec\u4ee5\u4e0b\u6b65\u9aa4&#xff1a;<\/p>\n<li>\u56fe\u6295\u5f71\n<p>&#xff1a;\u4ece\u539f\u59cb\u56fe\u521b\u5efa\u5206\u6790\u7528\u7684\u5b50\u56fe<\/p>\n<\/li>\n<li>\u7b97\u6cd5\u6267\u884c\n<p>&#xff1a;\u8fd0\u884c\u9009\u5b9a\u7684\u56fe\u7b97\u6cd5<\/p>\n<\/li>\n<li>\u7ed3\u679c\u5206\u6790\n<p>&#xff1a;\u89e3\u91ca\u7b97\u6cd5\u8f93\u51fa<\/p>\n<\/li>\n<li>\u56fe\u66f4\u65b0\n<p>&#xff1a;\u5c06\u7ed3\u679c\u5199\u56de\u56fe\u4e2d\u6216\u5bfc\u51fa<\/p>\n<\/li>\n<h4>7.4 \u56fe\u6570\u636e\u79d1\u5b66\u5b9e\u9a8c<\/h4>\n<p>\u5728\u5c06\u7b97\u6cd5\u5e94\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u4e4b\u524d&#xff0c;\u9700\u8981\u8fdb\u884c\u5145\u5206\u7684\u5b9e\u9a8c\u548c\u9a8c\u8bc1\u3002\u8fd9\u5305\u62ec\u53c2\u6570\u8c03\u4f18\u3001\u6027\u80fd\u6d4b\u8bd5\u548c\u7ed3\u679c\u9a8c\u8bc1\u3002\u56fe\u6570\u636e\u79d1\u5b66\u5e73\u53f0\u63d0\u4f9b\u4e86\u4ea4\u4e92\u5f0f\u73af\u5883&#xff0c;\u652f\u6301\u5feb\u901f\u8fed\u4ee3\u548c\u5b9e\u9a8c\u3002<\/p>\n<h4>7.5 \u751f\u4ea7\u73af\u5883\u8003\u8651\u56e0\u7d20<\/h4>\n<p>\u5c06\u56fe\u6570\u636e\u79d1\u5b66\u5e94\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u9700\u8981\u8003\u8651&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6027\u80fd\u548c\u53ef\u6269\u5c55\u6027<\/p>\n<\/li>\n<li>\n<p>\u7ed3\u679c\u7684\u53ef\u89e3\u91ca\u6027<\/p>\n<\/li>\n<li>\n<p>\u7b97\u6cd5\u7684\u7a33\u5b9a\u6027<\/p>\n<\/li>\n<li>\n<p>\u76d1\u63a7\u548c\u7ef4\u62a4<\/p>\n<\/li>\n<li>\n<p>\u7248\u672c\u63a7\u5236\u548c\u53ef\u590d\u73b0\u6027<\/p>\n<\/li>\n<\/ul>\n<h4>7.6 \u4e30\u5bcc\u77e5\u8bc6\u56fe\u8c31<\/h4>\n<p>\u901a\u8fc7\u5c06\u56fe\u7b97\u6cd5\u7684\u7ed3\u679c\u5199\u56de\u77e5\u8bc6\u56fe\u8c31&#xff0c;\u53ef\u4ee5\u521b\u5efa\u65b0\u7684\u5173\u7cfb\u548c\u5c5e\u6027&#xff0c;\u4ece\u800c\u4e30\u5bcc\u56fe\u7684\u8bed\u4e49\u5185\u5bb9\u3002\u4f8b\u5982&#xff0c;\u793e\u533a\u68c0\u6d4b\u7b97\u6cd5\u53ef\u4ee5\u8bc6\u522b\u5b9e\u4f53\u96c6\u7fa4&#xff0c;PageRank\u53ef\u4ee5\u8ba1\u7b97\u5b9e\u4f53\u91cd\u8981\u6027&#xff0c;\u8fd9\u4e9b\u90fd\u53ef\u4ee5\u4f5c\u4e3a\u65b0\u7684\u5c5e\u6027\u6dfb\u52a0\u5230\u56fe\u4e2d\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"309\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020440-697428b895b51.png\" width=\"741\" \/><\/p>\n<hr \/>\n<h3>\u516b\u3001\u56fe\u539f\u751f\u673a\u5668\u5b66\u4e60<\/h3>\n<h4>8.1 \u673a\u5668\u5b66\u4e60\u6982\u8ff0<\/h4>\n<p>\u673a\u5668\u5b66\u4e60\u662f\u4eba\u5de5\u667a\u80fd\u7684\u4e00\u4e2a\u5206\u652f&#xff0c;\u4f7f\u8ba1\u7b97\u673a\u80fd\u591f\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u800c\u65e0\u9700\u663e\u5f0f\u7f16\u7a0b\u3002\u5728\u77e5\u8bc6\u56fe\u8c31\u7684\u80cc\u666f\u4e0b&#xff0c;\u673a\u5668\u5b66\u4e60\u53ef\u4ee5\u7528\u4e8e\u9884\u6d4b\u7f3a\u5931\u7684\u94fe\u63a5\u3001\u5206\u7c7b\u5b9e\u4f53\u3001\u63a8\u8350\u9879\u76ee\u7b49\u3002<\/p>\n<h4>8.2 \u62d3\u6251\u673a\u5668\u5b66\u4e60<\/h4>\n<p>\u62d3\u6251\u673a\u5668\u5b66\u4e60\u5229\u7528\u56fe\u7684\u7ed3\u6784\u4fe1\u606f\u6765\u6539\u8fdb\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u4e3b\u8981\u5173\u6ce8\u7279\u5f81\u5411\u91cf&#xff0c;\u800c\u56fe\u673a\u5668\u5b66\u4e60\u8fd8\u8003\u8651\u4e86\u5b9e\u4f53\u4e4b\u95f4\u7684\u5173\u7cfb\u6a21\u5f0f\u3002<\/p>\n<h4>8.3 \u56fe\u539f\u751f\u673a\u5668\u5b66\u4e60\u7ba1\u9053<\/h4>\n<p>\u56fe\u539f\u751f\u673a\u5668\u5b66\u4e60\u7ba1\u9053\u5305\u62ec\u4ee5\u4e0b\u6b65\u9aa4&#xff1a;<\/p>\n<li>\u7279\u5f81\u5de5\u7a0b\n<p>&#xff1a;\u4ece\u56fe\u4e2d\u63d0\u53d6\u7279\u5f81<\/p>\n<\/li>\n<li>\u56fe\u5d4c\u5165\n<p>&#xff1a;\u5c06\u8282\u70b9\u548c\u5173\u7cfb\u6620\u5c04\u5230\u5411\u91cf\u7a7a\u95f4<\/p>\n<\/li>\n<li>\u6a21\u578b\u8bad\u7ec3\n<p>&#xff1a;\u4f7f\u7528\u63d0\u53d6\u7684\u7279\u5f81\u8bad\u7ec3\u673a\u5668\u5b66\u4e60\u6a21\u578b<\/p>\n<\/li>\n<li>\u9884\u6d4b\n<p>&#xff1a;\u5bf9\u65b0\u6570\u636e\u8fdb\u884c\u9884\u6d4b<\/p>\n<\/li>\n<li>\u8bc4\u4f30\n<p>&#xff1a;\u8bc4\u4f30\u6a21\u578b\u6027\u80fd<\/p>\n<\/li>\n<h4>8.4 \u63a8\u8350\u4e92\u8865\u6f14\u5458\u6848\u4f8b<\/h4>\n<p>\u672c\u4e66\u901a\u8fc7\u7535\u5f71\u9886\u57df\u7684\u6848\u4f8b\u5c55\u793a\u4e86\u5982\u4f55\u6784\u5efa\u63a8\u8350\u7cfb\u7edf\u3002\u901a\u8fc7\u5206\u6790\u6f14\u5458\u4e4b\u95f4\u7684\u5408\u4f5c\u5173\u7cfb\u3001\u7535\u5f71\u7c7b\u578b\u504f\u597d\u7b49\u56fe\u7ed3\u6784\u4fe1\u606f&#xff0c;\u53ef\u4ee5\u63a8\u8350\u53ef\u80fd\u5408\u4f5c\u826f\u597d\u7684\u6f14\u5458\u7ec4\u5408\u3002<\/p>\n<p>\u8fd9\u4e2a\u6848\u4f8b\u8bf4\u660e\u4e86&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5982\u4f55\u4ece\u56fe\u4e2d\u63d0\u53d6\u76f8\u5173\u7279\u5f81<\/p>\n<\/li>\n<li>\n<p>\u5982\u4f55\u8bad\u7ec3\u548c\u4f18\u5316\u6a21\u578b<\/p>\n<\/li>\n<li>\n<p>\u5982\u4f55\u5c06\u9884\u6d4b\u7ed3\u679c\u5e94\u7528\u4e8e\u5b9e\u9645\u4e1a\u52a1<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e5d\u3001\u5143\u6570\u636e\u77e5\u8bc6\u56fe\u8c31&#xff1a;\u6570\u636e\u6620\u5c04<\/h3>\n<h4>9.1 \u5206\u5e03\u5f0f\u6570\u636e\u7ba1\u7406\u7684\u6311\u6218<\/h4>\n<p>\u73b0\u4ee3\u4f01\u4e1a\u9762\u4e34\u7740\u5206\u5e03\u5f0f\u6570\u636e\u7ba1\u7406\u7684\u6311\u6218\u3002\u6570\u636e\u6563\u5e03\u5728\u5404\u4e2a\u7cfb\u7edf\u3001\u90e8\u95e8\u548c\u5730\u7406\u4f4d\u7f6e&#xff0c;\u7f3a\u4e4f\u7edf\u4e00\u7684\u89c6\u56fe\u548c\u7ba1\u7406\u3002\u5143\u6570\u636e\u77e5\u8bc6\u56fe\u8c31\u63d0\u4f9b\u4e86\u4e00\u79cd\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<h4>9.2 \u6570\u636e\u96c6\u8fde\u63a5\u5230\u6570\u636e\u5e73\u53f0<\/h4>\n<p>\u5143\u6570\u636e\u77e5\u8bc6\u56fe\u8c31\u53ef\u4ee5\u8ddf\u8e2a\u6570\u636e\u96c6\u5982\u4f55\u8fde\u63a5\u5230\u5404\u79cd\u6570\u636e\u5e73\u53f0\u3002\u8fd9\u5305\u62ec\u6570\u636e\u7684\u6765\u6e90\u3001\u5b58\u50a8\u4f4d\u7f6e\u3001\u8bbf\u95ee\u6743\u9650\u3001\u6570\u636e\u8d28\u91cf\u6307\u6807\u7b49\u4fe1\u606f\u3002<\/p>\n<h4>9.3 \u4efb\u52a1\u548c\u6570\u636e\u7ba1\u9053<\/h4>\n<p>\u6570\u636e\u7ba1\u9053\u63cf\u8ff0\u4e86\u6570\u636e\u5982\u4f55\u5728\u7cfb\u7edf\u95f4\u6d41\u52a8\u548c\u8f6c\u6362\u3002\u901a\u8fc7\u5728\u77e5\u8bc6\u56fe\u8c31\u4e2d\u5efa\u6a21\u6570\u636e\u7ba1\u9053&#xff0c;\u53ef\u4ee5\u5b9e\u73b0&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u8840\u7f18\u8ffd\u8e2a<\/p>\n<\/li>\n<li>\n<p>\u5f71\u54cd\u5206\u6790<\/p>\n<\/li>\n<li>\n<p>\u6545\u969c\u8bca\u65ad<\/p>\n<\/li>\n<li>\n<p>\u4f18\u5316\u673a\u4f1a\u8bc6\u522b<\/p>\n<\/li>\n<\/ul>\n<h4>9.4 \u6570\u636e\u63a5\u6536\u5668<\/h4>\n<p>\u6570\u636e\u63a5\u6536\u5668\u662f\u6570\u636e\u6d41\u7684\u76ee\u7684\u5730\u3002\u5728\u5143\u6570\u636e\u56fe\u4e2d\u8ddf\u8e2a\u6570\u636e\u63a5\u6536\u5668\u6709\u52a9\u4e8e\u4e86\u89e3\u6570\u636e\u5982\u4f55\u88ab\u4f7f\u7528\u548c\u6d88\u8d39\u3002<\/p>\n<h4>9.5 \u5143\u6570\u636e\u56fe\u793a\u4f8b<\/h4>\n<p>\u4e00\u4e2a\u5178\u578b\u7684\u5143\u6570\u636e\u56fe\u53ef\u80fd\u5305\u542b\u4ee5\u4e0b\u5143\u7d20&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6570\u636e\u96c6\u8282\u70b9<\/p>\n<\/li>\n<li>\n<p>\u6570\u636e\u5e73\u53f0\u8282\u70b9<\/p>\n<\/li>\n<li>\n<p>\u4efb\u52a1\u8282\u70b9<\/p>\n<\/li>\n<li>\n<p>\u5b57\u6bb5\/\u5217\u8282\u70b9<\/p>\n<\/li>\n<li>\n<p>\u7528\u6237\u548c\u89d2\u8272\u8282\u70b9<\/p>\n<\/li>\n<li>\n<p>\u5404\u79cd\u5173\u7cfb&#xff08;\u5305\u542b\u3001\u8f6c\u6362\u3001\u8bbf\u95ee\u7b49&#xff09;<\/p>\n<\/li>\n<\/ul>\n<h4>9.6 \u67e5\u8be2\u5143\u6570\u636e\u56fe\u6a21\u578b<\/h4>\n<p>\u901a\u8fc7\u67e5\u8be2\u5143\u6570\u636e\u56fe&#xff0c;\u53ef\u4ee5\u56de\u7b54\u8bf8\u5982\u4ee5\u4e0b\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u8fd9\u4e2a\u6570\u636e\u96c6\u6765\u81ea\u54ea\u91cc&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u54ea\u4e9b\u4e0b\u6e38\u7cfb\u7edf\u4f9d\u8d56\u8fd9\u4e2a\u6570\u636e&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u5982\u679c\u6211\u4fee\u6539\u8fd9\u4e2a\u5b57\u6bb5&#xff0c;\u4f1a\u5f71\u54cd\u54ea\u4e9b\u62a5\u8868&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u8c01\u6709\u6743\u8bbf\u95ee\u654f\u611f\u6570\u636e&#xff1f;<\/p>\n<\/li>\n<\/ul>\n<h4>9.7 \u4f7f\u7528\u5173\u7cfb\u8fde\u63a5\u6570\u636e\u548c\u5143\u6570\u636e<\/h4>\n<p>\u5c06\u5b9e\u9645\u6570\u636e\u4e0e\u5143\u6570\u636e\u8fde\u63a5\u8d77\u6765&#xff0c;\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u7edf\u4e00\u7684\u89c6\u56fe&#xff0c;\u652f\u6301\u4ece\u6570\u636e\u6cbb\u7406\u5230\u4e1a\u52a1\u5206\u6790\u7684\u5404\u79cd\u7528\u4f8b\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"446\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020440-697428b8ad0fc.png\" width=\"720\" \/><\/p>\n<h3>\u5341\u3001\u8eab\u4efd\u77e5\u8bc6\u56fe\u8c31<\/h3>\n<h4>10.1 \u4e86\u89e3\u60a8\u7684\u5ba2\u6237<\/h4>\n<p>\u5728\u91d1\u878d\u3001\u7535\u5546\u3001\u793e\u4ea4\u5a92\u4f53\u7b49\u884c\u4e1a&#xff0c;\u51c6\u786e\u8bc6\u522b\u548c\u7406\u89e3\u5ba2\u6237\u8eab\u4efd\u81f3\u5173\u91cd\u8981\u3002\u7136\u800c&#xff0c;\u540c\u4e00\u5ba2\u6237\u53ef\u80fd\u5728\u4e0d\u540c\u7cfb\u7edf\u4e2d\u6709\u4e0d\u540c\u7684\u8bb0\u5f55&#xff0c;\u9020\u6210\u8eab\u4efd\u788e\u7247\u5316\u3002<\/p>\n<h4>10.2 \u95ee\u9898\u4f55\u65f6\u51fa\u73b0<\/h4>\n<p>\u8eab\u4efd\u95ee\u9898\u5728\u4ee5\u4e0b\u60c5\u51b5\u4e0b\u7279\u522b\u7a81\u51fa&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4f01\u4e1a\u5408\u5e76\u548c\u6536\u8d2d<\/p>\n<\/li>\n<li>\n<p>\u591a\u6e20\u9053\u5ba2\u6237\u4e92\u52a8<\/p>\n<\/li>\n<li>\n<p>\u6570\u636e\u8fc1\u79fb<\/p>\n<\/li>\n<li>\n<p>\u5386\u53f2\u6570\u636e\u6574\u5408<\/p>\n<\/li>\n<li>\n<p>\u6b3a\u8bc8\u68c0\u6d4b\u9700\u6c42<\/p>\n<\/li>\n<\/ul>\n<h4>10.3 \u57fa\u4e8e\u56fe\u7684\u5b9e\u4f53\u89e3\u6790\u6b65\u9aa4<\/h4>\n<p>\u5b9e\u4f53\u89e3\u6790&#xff08;Entity Resolution&#xff09;\u662f\u8bc6\u522b\u548c\u5408\u5e76\u6307\u5411\u540c\u4e00\u771f\u5b9e\u4e16\u754c\u5b9e\u4f53\u7684\u4e0d\u540c\u8bb0\u5f55\u7684\u8fc7\u7a0b\u3002\u57fa\u4e8e\u56fe\u7684\u65b9\u6cd5\u7279\u522b\u6709\u6548&#xff0c;\u56e0\u4e3a\u5b83\u53ef\u4ee5\u5229\u7528\u5173\u7cfb\u4fe1\u606f\u3002<\/p>\n<p>\u6b65\u9aa4\u4e00&#xff1a;\u6570\u636e\u51c6\u5907<\/p>\n<p>\u6570\u636e\u51c6\u5907\u5305\u62ec\u6e05\u6d17\u3001\u6807\u51c6\u5316\u548c\u521d\u6b65\u53bb\u91cd\u3002\u8fd9\u4e00\u6b65\u4e3a\u540e\u7eed\u7684\u5339\u914d\u5de5\u4f5c\u6253\u4e0b\u57fa\u7840\u3002<\/p>\n<p>\u6b65\u9aa4\u4e8c&#xff1a;\u5b9e\u4f53\u5339\u914d<\/p>\n<p>\u5b9e\u4f53\u5339\u914d\u4f7f\u7528\u5404\u79cd\u6280\u672f\u6765\u8bc6\u522b\u53ef\u80fd\u6307\u5411\u540c\u4e00\u5b9e\u4f53\u7684\u8bb0\u5f55&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u7cbe\u786e\u5339\u914d<\/p>\n<\/li>\n<li>\n<p>\u6a21\u7cca\u5339\u914d<\/p>\n<\/li>\n<li>\n<p>\u57fa\u4e8e\u89c4\u5219\u7684\u5339\u914d<\/p>\n<\/li>\n<li>\n<p>\u673a\u5668\u5b66\u4e60\u5339\u914d<\/p>\n<\/li>\n<\/ul>\n<p>\u6b65\u9aa4\u4e09&#xff1a;\u6784\u5efa\/\u66f4\u65b0\u4e3b\u5b9e\u4f53\u8bb0\u5f55<\/p>\n<p>\u5c06\u5339\u914d\u7684\u8bb0\u5f55\u5408\u5e76\u4e3a\u4e3b\u5b9e\u4f53\u8bb0\u5f55&#xff0c;\u5e76\u7ef4\u62a4\u5404\u4e2a\u6e90\u8bb0\u5f55\u7684\u8fde\u63a5\u3002\u8fd9\u521b\u5efa\u4e86\u4e00\u4e2a&#034;\u9ec4\u91d1\u8bb0\u5f55&#034;&#xff0c;\u4ee3\u8868\u4e86\u5bf9\u5b9e\u4f53\u6700\u5b8c\u6574\u548c\u51c6\u786e\u7684\u7406\u89e3\u3002<\/p>\n<h4>10.4 \u5904\u7406\u975e\u7ed3\u6784\u5316\u6570\u636e<\/h4>\n<p>\u5b9e\u4f53\u89e3\u6790\u4e0d\u4ec5\u9002\u7528\u4e8e\u7ed3\u6784\u5316\u6570\u636e&#xff0c;\u8fd8\u53ef\u4ee5\u5e94\u7528\u4e8e\u975e\u7ed3\u6784\u5316\u6587\u672c\u3002\u901a\u8fc7\u547d\u540d\u5b9e\u4f53\u8bc6\u522b&#xff08;NER&#xff09;\u548c\u5b9e\u4f53\u94fe\u63a5\u6280\u672f&#xff0c;\u53ef\u4ee5\u4ece\u6587\u672c\u4e2d\u63d0\u53d6\u5b9e\u4f53\u5e76\u5c06\u5176\u8fde\u63a5\u5230\u77e5\u8bc6\u56fe\u8c31\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"305\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020440-697428b8c8347.png\" width=\"747\" \/><\/p>\n<h3>\u5341\u4e00\u3001\u6a21\u5f0f\u68c0\u6d4b\u77e5\u8bc6\u56fe\u8c31<\/h3>\n<p>\u6a21\u5f0f\u68c0\u6d4b\u77e5\u8bc6\u56fe\u8c31\u4e13\u6ce8\u4e8e\u8bc6\u522b\u56fe\u4e2d\u7279\u5b9a\u7684\u7ed3\u6784\u6a21\u5f0f&#xff0c;\u8fd9\u4e9b\u6a21\u5f0f\u5f80\u5f80\u63ed\u793a\u4e86\u91cd\u8981\u7684\u4e1a\u52a1\u6d1e\u5bdf\u6216\u6f5c\u5728\u98ce\u9669\u00a0\u3002<\/p>\n<h4>11.1 \u6b3a\u8bc8\u68c0\u6d4b\u5e94\u7528<\/h4>\n<p>\u5728\u91d1\u878d\u548c\u7535\u5546\u9886\u57df&#xff0c;\u6b3a\u8bc8\u68c0\u6d4b\u662f\u4e00\u4e2a\u6301\u7eed\u7684\u6311\u6218\u3002\u4f20\u7edf\u7684\u57fa\u4e8e\u89c4\u5219\u7684\u7cfb\u7edf\u5f80\u5f80\u96be\u4ee5\u5e94\u5bf9\u4e0d\u65ad\u6f14\u53d8\u7684\u6b3a\u8bc8\u624b\u6bb5\u3002\u77e5\u8bc6\u56fe\u8c31\u901a\u8fc7\u8bc6\u522b\u53ef\u7591\u7684\u5173\u7cfb\u6a21\u5f0f&#xff0c;\u63d0\u4f9b\u4e86\u66f4\u6709\u6548\u7684\u6b3a\u8bc8\u68c0\u6d4b\u65b9\u6cd5\u00a0\u3002<\/p>\n<p>\u5178\u578b\u7684\u6b3a\u8bc8\u6a21\u5f0f\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u5faa\u73af\u652f\u4ed8\u6a21\u5f0f\n<p>&#xff1a;\u591a\u4e2a\u8d26\u6237\u4e4b\u95f4\u5f62\u6210\u5faa\u73af\u8f6c\u8d26<\/p>\n<\/li>\n<li>\u5171\u4eab\u8bbe\u5907\u6a21\u5f0f\n<p>&#xff1a;\u591a\u4e2a\u8d26\u6237\u4f7f\u7528\u76f8\u540c\u7684\u8bbe\u5907\u6216IP\u5730\u5740<\/p>\n<\/li>\n<li>\u5feb\u901f\u6ce8\u518c-\u4ea4\u6613\u6a21\u5f0f\n<p>&#xff1a;\u8d26\u6237\u6ce8\u518c\u540e\u7acb\u5373\u8fdb\u884c\u5927\u989d\u4ea4\u6613<\/p>\n<\/li>\n<li>\u5173\u8054\u8d26\u6237\u96c6\u7fa4\n<p>&#xff1a;\u901a\u8fc7\u5171\u4eab\u8054\u7cfb\u4fe1\u606f\u3001\u5730\u5740\u7b49\u5f62\u6210\u53ef\u7591\u5173\u8054<\/p>\n<\/li>\n<\/ul>\n<h4>11.2 \u6280\u80fd\u5339\u914d\u5e94\u7528<\/h4>\n<p>\u5728\u4eba\u529b\u8d44\u6e90\u7ba1\u7406\u9886\u57df&#xff0c;\u6280\u80fd\u5339\u914d\u77e5\u8bc6\u56fe\u8c31\u5e2e\u52a9\u4f01\u4e1a\u66f4\u7cbe\u51c6\u5730\u8bc6\u522b\u4eba\u624d\u548c\u5c97\u4f4d\u4e4b\u95f4\u7684\u5339\u914d\u5ea6\u00a0\u3002\u901a\u8fc7\u5efa\u6a21\u5458\u5de5\u6280\u80fd\u3001\u9879\u76ee\u9700\u6c42\u3001\u56e2\u961f\u534f\u4f5c\u5173\u7cfb\u7b49&#xff0c;\u53ef\u4ee5\u5b9e\u73b0&#xff1a;<\/p>\n<ul>\n<li>\u4eba\u624d\u63a8\u8350\n<p>&#xff1a;\u4e3a\u7279\u5b9a\u9879\u76ee\u63a8\u8350\u6700\u5408\u9002\u7684\u56e2\u961f\u6210\u5458<\/p>\n<\/li>\n<li>\u6280\u80fd\u7f3a\u53e3\u5206\u6790\n<p>&#xff1a;\u8bc6\u522b\u7ec4\u7ec7\u4e2d\u7f3a\u5931\u7684\u5173\u952e\u6280\u80fd<\/p>\n<\/li>\n<li>\u804c\u4e1a\u53d1\u5c55\u8def\u5f84\n<p>&#xff1a;\u4e3a\u5458\u5de5\u89c4\u5212\u5408\u7406\u7684\u804c\u4e1a\u53d1\u5c55\u65b9\u5411<\/p>\n<\/li>\n<li>\u56e2\u961f\u7ec4\u5efa\u4f18\u5316\n<p>&#xff1a;\u6784\u5efa\u6280\u80fd\u4e92\u8865\u7684\u9ad8\u6548\u56e2\u961f<\/p>\n<\/li>\n<\/ul>\n<h4>11.3 \u6a21\u5f0f\u8bc6\u522b\u6280\u672f<\/h4>\n<p>\u6a21\u5f0f\u68c0\u6d4b\u4f9d\u8d56\u4e8e\u591a\u79cd\u56fe\u5206\u6790\u6280\u672f&#xff1a;<\/p>\n<p>\u57fa\u4e8e\u67e5\u8be2\u7684\u6a21\u5f0f\u5339\u914d&#xff1a;\u4f7f\u7528Cypher\u7b49\u56fe\u67e5\u8be2\u8bed\u8a00\u5b9a\u4e49\u548c\u641c\u7d22\u7279\u5b9a\u6a21\u5f0f<\/p>\n<p>\u56fe\u7b97\u6cd5\u652f\u6301&#xff1a;\u5229\u7528\u793e\u533a\u68c0\u6d4b\u3001\u4e2d\u5fc3\u6027\u5206\u6790\u7b49\u7b97\u6cd5\u8bc6\u522b\u5f02\u5e38\u7ed3\u6784<\/p>\n<p>\u673a\u5668\u5b66\u4e60\u589e\u5f3a&#xff1a;\u8bad\u7ec3\u6a21\u578b\u81ea\u52a8\u8bc6\u522b\u65b0\u7684\u6a21\u5f0f\u7c7b\u578b<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"315\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020440-697428b8e0111.png\" width=\"725\" \/><\/p>\n<h3>\u5341\u4e8c\u3001\u4f9d\u8d56\u5173\u7cfb\u77e5\u8bc6\u56fe\u8c31<\/h3>\n<p>\u4f9d\u8d56\u5173\u7cfb\u77e5\u8bc6\u56fe\u8c31\u4e13\u95e8\u7528\u4e8e\u5efa\u6a21\u548c\u7ba1\u7406\u7cfb\u7edf\u7ec4\u4ef6\u4e4b\u95f4\u7684\u590d\u6742\u4f9d\u8d56\u5173\u7cfb\u00a0\u3002<\/p>\n<h4>12.1 IT\u57fa\u7840\u8bbe\u65bd\u7ba1\u7406<\/h4>\n<p>\u5728\u73b0\u4ee3IT\u73af\u5883\u4e2d&#xff0c;\u7cfb\u7edf\u7ec4\u4ef6\u4e4b\u95f4\u5b58\u5728\u7740\u9519\u7efc\u590d\u6742\u7684\u4f9d\u8d56\u5173\u7cfb\u3002\u4f9d\u8d56\u5173\u7cfb\u56fe\u8c31\u53ef\u4ee5\u6e05\u6670\u5730\u5c55\u793a&#xff1a;<\/p>\n<ul>\n<li>\u5e94\u7528\u7a0b\u5e8f\u4f9d\u8d56\n<p>&#xff1a;\u54ea\u4e9b\u5e94\u7528\u4f9d\u8d56\u4e8e\u7279\u5b9a\u7684\u670d\u52a1\u6216\u6570\u636e\u5e93<\/p>\n<\/li>\n<li>\u57fa\u7840\u8bbe\u65bd\u4f9d\u8d56\n<p>&#xff1a;\u670d\u52a1\u5668\u3001\u7f51\u7edc\u8bbe\u5907\u3001\u5b58\u50a8\u7cfb\u7edf\u4e4b\u95f4\u7684\u5173\u8054<\/p>\n<\/li>\n<li>\u6570\u636e\u6d41\u4f9d\u8d56\n<p>&#xff1a;\u6570\u636e\u5982\u4f55\u5728\u7cfb\u7edf\u95f4\u6d41\u52a8\u548c\u8f6c\u6362<\/p>\n<\/li>\n<\/ul>\n<h4>12.2 \u98ce\u9669\u8bc4\u4f30<\/h4>\n<p>\u901a\u8fc7\u5206\u6790\u4f9d\u8d56\u5173\u7cfb\u56fe&#xff0c;\u53ef\u4ee5\u8fdb\u884c\u5168\u9762\u7684\u98ce\u9669\u8bc4\u4f30\u00a0&#xff1a;<\/p>\n<ul>\n<li>\u5355\u70b9\u6545\u969c\u8bc6\u522b\n<p>&#xff1a;\u627e\u51fa\u5173\u952e\u8282\u70b9&#xff0c;\u5176\u5931\u6548\u4f1a\u5f71\u54cd\u5927\u91cf\u7cfb\u7edf<\/p>\n<\/li>\n<li>\u7ea7\u8054\u5f71\u54cd\u5206\u6790\n<p>&#xff1a;\u8bc4\u4f30\u67d0\u4e2a\u7ec4\u4ef6\u6545\u969c\u53ef\u80fd\u5f15\u53d1\u7684\u8fde\u9501\u53cd\u5e94<\/p>\n<\/li>\n<li>\u8106\u5f31\u6027\u8bc4\u4f30\n<p>&#xff1a;\u8bc6\u522b\u8fc7\u5ea6\u4f9d\u8d56\u6216\u5faa\u73af\u4f9d\u8d56\u7684\u95ee\u9898<\/p>\n<\/li>\n<\/ul>\n<h4>12.3 \u6545\u969c\u8bca\u65ad<\/h4>\n<p>\u5f53\u7cfb\u7edf\u51fa\u73b0\u95ee\u9898\u65f6&#xff0c;\u4f9d\u8d56\u5173\u7cfb\u56fe\u8c31\u53ef\u4ee5\u52a0\u901f\u6545\u969c\u8bca\u65ad\u8fc7\u7a0b\u00a0&#xff1a;<\/p>\n<ul>\n<li>\u6839\u672c\u539f\u56e0\u5206\u6790\n<p>&#xff1a;\u8ffd\u6eaf\u95ee\u9898\u5230\u6700\u521d\u7684\u6545\u969c\u6e90<\/p>\n<\/li>\n<li>\u5f71\u54cd\u8303\u56f4\u786e\u5b9a\n<p>&#xff1a;\u5feb\u901f\u8bc6\u522b\u53d7\u5f71\u54cd\u7684\u4e0b\u6e38\u7cfb\u7edf<\/p>\n<\/li>\n<li>\u6062\u590d\u4f18\u5148\u7ea7\u6392\u5e8f\n<p>&#xff1a;\u786e\u5b9a\u4fee\u590d\u5de5\u4f5c\u7684\u4f18\u5148\u987a\u5e8f<\/p>\n<\/li>\n<\/ul>\n<h4>12.4 \u5bb9\u91cf\u89c4\u5212<\/h4>\n<p>\u4f9d\u8d56\u5173\u7cfb\u56fe\u8c31\u652f\u6301\u66f4\u79d1\u5b66\u7684\u5bb9\u91cf\u89c4\u5212\u00a0&#xff1a;<\/p>\n<ul>\n<li>\u8d1f\u8f7d\u9884\u6d4b\n<p>&#xff1a;\u57fa\u4e8e\u4f9d\u8d56\u5173\u7cfb\u9884\u6d4b\u7cfb\u7edf\u8d1f\u8f7d\u53d8\u5316<\/p>\n<\/li>\n<li>\u8d44\u6e90\u4f18\u5316\n<p>&#xff1a;\u8bc6\u522b\u8d44\u6e90\u74f6\u9888\u548c\u4f18\u5316\u673a\u4f1a<\/p>\n<\/li>\n<li>\u6269\u5c55\u7b56\u7565\n<p>&#xff1a;\u5236\u5b9a\u5408\u7406\u7684\u7cfb\u7edf\u6269\u5c55\u8ba1\u5212<\/p>\n<\/li>\n<\/ul>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"384\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020441-697428b90278d.png\" width=\"699\" \/><\/p>\n<h3>\u5341\u4e09\u3001\u8bed\u4e49\u641c\u7d22\u548c\u76f8\u4f3c\u6027\u5206\u6790<\/h3>\n<p>\u8bed\u4e49\u641c\u7d22\u8d85\u8d8a\u4e86\u4f20\u7edf\u7684\u5173\u952e\u8bcd\u5339\u914d&#xff0c;\u901a\u8fc7\u7406\u89e3\u67e5\u8be2\u7684\u8bed\u4e49\u610f\u56fe\u63d0\u4f9b\u66f4\u667a\u80fd\u7684\u641c\u7d22\u7ed3\u679c\u00a0\u3002<\/p>\n<h4>13.1 \u4ece\u5173\u952e\u8bcd\u5230\u8bed\u4e49<\/h4>\n<p>\u4f20\u7edf\u641c\u7d22\u4f9d\u8d56\u4e8e\u7cbe\u786e\u7684\u5173\u952e\u8bcd\u5339\u914d&#xff0c;\u800c\u8bed\u4e49\u641c\u7d22\u80fd\u591f&#xff1a;<\/p>\n<ul>\n<li>\u7406\u89e3\u540c\u4e49\u8bcd\u548c\u53d8\u4f53\n<p>&#xff1a;\u8bc6\u522b\u4e0d\u540c\u8868\u8fbe\u65b9\u5f0f\u7684\u76f8\u540c\u6982\u5ff5<\/p>\n<\/li>\n<li>\u5904\u7406\u6b67\u4e49\n<p>&#xff1a;\u6839\u636e\u4e0a\u4e0b\u6587\u6d88\u9664\u591a\u4e49\u8bcd\u7684\u6b67\u4e49<\/p>\n<\/li>\n<li>\u6355\u83b7\u6982\u5ff5\u5173\u7cfb\n<p>&#xff1a;\u7406\u89e3\u67e5\u8be2\u4e2d\u6982\u5ff5\u4e4b\u95f4\u7684\u5173\u7cfb<\/p>\n<\/li>\n<li>\u63a8\u7406\u80fd\u529b\n<p>&#xff1a;\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u8fdb\u884c\u63a8\u7406\u548c\u6269\u5c55<\/p>\n<\/li>\n<\/ul>\n<h4>13.2 \u5b9e\u4f53\u94fe\u63a5<\/h4>\n<p>\u5b9e\u4f53\u94fe\u63a5\u662f\u5c06\u6587\u672c\u4e2d\u63d0\u5230\u7684\u5b9e\u4f53\u6620\u5c04\u5230\u77e5\u8bc6\u56fe\u8c31\u4e2d\u5bf9\u5e94\u8282\u70b9\u7684\u8fc7\u7a0b\u00a0\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u5305\u62ec&#xff1a;<\/p>\n<p>\u547d\u540d\u5b9e\u4f53\u8bc6\u522b&#xff08;NER&#xff09;&#xff1a;\u4ece\u6587\u672c\u4e2d\u8bc6\u522b\u4eba\u540d\u3001\u5730\u540d\u3001\u7ec4\u7ec7\u540d\u7b49\u5b9e\u4f53<\/p>\n<p>\u5019\u9009\u751f\u6210&#xff1a;\u4e3a\u8bc6\u522b\u51fa\u7684\u5b9e\u4f53\u751f\u6210\u53ef\u80fd\u7684\u77e5\u8bc6\u56fe\u8c31\u8282\u70b9\u5019\u9009<\/p>\n<p>\u6d88\u6b67&#xff1a;\u6839\u636e\u4e0a\u4e0b\u6587\u9009\u62e9\u6700\u5408\u9002\u7684\u5019\u9009\u8282\u70b9<\/p>\n<p>\u94fe\u63a5\u9a8c\u8bc1&#xff1a;\u9a8c\u8bc1\u94fe\u63a5\u7684\u6b63\u786e\u6027\u548c\u7f6e\u4fe1\u5ea6<\/p>\n<h4>13.3 \u76f8\u4f3c\u6027\u8ba1\u7b97<\/h4>\n<p>\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u76f8\u4f3c\u6027\u5206\u6790\u53ef\u4ee5\u5e94\u7528\u591a\u79cd\u65b9\u6cd5\u00a0&#xff1a;<\/p>\n<p>\u57fa\u4e8e\u8def\u5f84\u7684\u76f8\u4f3c\u6027&#xff1a;\u8ba1\u7b97\u5b9e\u4f53\u4e4b\u95f4\u6700\u77ed\u8def\u5f84\u7684\u957f\u5ea6<\/p>\n<p>\u57fa\u4e8e\u7ed3\u6784\u7684\u76f8\u4f3c\u6027&#xff1a;\u6bd4\u8f83\u5b9e\u4f53\u7684\u90bb\u5c45\u7ed3\u6784<\/p>\n<p>\u57fa\u4e8e\u5c5e\u6027\u7684\u76f8\u4f3c\u6027&#xff1a;\u6bd4\u8f83\u5b9e\u4f53\u7684\u5c5e\u6027\u503c<\/p>\n<p>\u57fa\u4e8e\u5d4c\u5165\u7684\u76f8\u4f3c\u6027&#xff1a;\u5229\u7528\u56fe\u5d4c\u5165\u6280\u672f\u8ba1\u7b97\u5411\u91cf\u8ddd\u79bb<\/p>\n<h4>13.4 \u5e94\u7528\u573a\u666f<\/h4>\n<p>\u8bed\u4e49\u641c\u7d22\u548c\u76f8\u4f3c\u6027\u5206\u6790\u652f\u6301\u591a\u79cd\u5e94\u7528\u573a\u666f&#xff1a;<\/p>\n<ul>\n<li>\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\n<p>&#xff1a;\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u5e76\u7ed9\u51fa\u51c6\u786e\u7b54\u6848<\/p>\n<\/li>\n<li>\u63a8\u8350\u7cfb\u7edf\n<p>&#xff1a;\u57fa\u4e8e\u8bed\u4e49\u76f8\u4f3c\u6027\u63a8\u8350\u76f8\u5173\u5185\u5bb9<\/p>\n<\/li>\n<li>\u5185\u5bb9\u53d1\u73b0\n<p>&#xff1a;\u5e2e\u52a9\u7528\u6237\u53d1\u73b0\u76f8\u5173\u4f46\u672a\u660e\u786e\u641c\u7d22\u7684\u5185\u5bb9<\/p>\n<\/li>\n<li>\u77e5\u8bc6\u63a2\u7d22\n<p>&#xff1a;\u652f\u6301\u4ea4\u4e92\u5f0f\u7684\u77e5\u8bc6\u53d1\u73b0\u548c\u5bfc\u822a<\/p>\n<\/li>\n<\/ul>\n<h3>\u5341\u56db\u3001\u5229\u7528\u8bcd\u6c47\u6570\u636e\u5e93\u589e\u5f3a\u8bed\u4e49\u7406\u89e3<\/h3>\n<h4>14.1 WordNet\u7b80\u4ecb<\/h4>\n<p>WordNet\u662f\u4e00\u4e2a\u5927\u578b\u7684\u82f1\u8bed\u8bcd\u6c47\u6570\u636e\u5e93&#xff0c;\u5c06\u8bcd\u6c47\u7ec4\u7ec7\u6210\u540c\u4e49\u8bcd\u96c6&#xff08;synsets&#xff09;\u00a0\u3002\u6bcf\u4e2a\u540c\u4e49\u8bcd\u96c6\u4ee3\u8868\u4e00\u4e2a\u72ec\u7279\u7684\u6982\u5ff5&#xff0c;\u5e76\u901a\u8fc7\u5404\u79cd\u5173\u7cfb\u8fde\u63a5\u5230\u5176\u4ed6\u540c\u4e49\u8bcd\u96c6\u3002<\/p>\n<h4>14.2 WordNet\u5728\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u5e94\u7528<\/h4>\n<p>\u5c06WordNet\u96c6\u6210\u5230\u77e5\u8bc6\u56fe\u8c31\u4e2d\u53ef\u4ee5\u663e\u8457\u589e\u5f3a\u5176\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u00a0&#xff1a;<\/p>\n<p>\u6982\u5ff5\u6269\u5c55&#xff1a;\u5229\u7528WordNet\u7684\u540c\u4e49\u8bcd\u5173\u7cfb\u6269\u5c55\u67e5\u8be2<\/p>\n<p>\u8bed\u4e49\u6d88\u6b67&#xff1a;\u4f7f\u7528WordNet\u7684\u8bcd\u4e49\u533a\u5206\u5e2e\u52a9\u5b9e\u4f53\u94fe\u63a5<\/p>\n<p>\u63a8\u7406\u652f\u6301&#xff1a;\u5229\u7528\u4e0a\u4e0b\u4f4d\u5173\u7cfb&#xff08;is-a\u5173\u7cfb&#xff09;\u8fdb\u884c\u5206\u7c7b\u63a8\u7406<\/p>\n<p>\u8bed\u8a00\u7406\u89e3&#xff1a;\u901a\u8fc7WordNet\u7684\u8bed\u4e49\u5173\u7cfb\u6539\u8fdb\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/p>\n<h4>14.3 \u8bed\u4e49\u5173\u7cfb\u7c7b\u578b<\/h4>\n<p>WordNet\u5305\u542b\u591a\u79cd\u8bed\u4e49\u5173\u7cfb&#xff1a;<\/p>\n<ul>\n<li>\u540c\u4e49\u5173\u7cfb&#xff08;Synonymy&#xff09;\n<p>&#xff1a;\u8868\u793a\u76f8\u540c\u542b\u4e49\u7684\u8bcd<\/p>\n<\/li>\n<li>\u4e0a\u4e0b\u4f4d\u5173\u7cfb&#xff08;Hypernymy\/Hyponymy&#xff09;\n<p>&#xff1a;\u8868\u793a\u4e00\u822c\u5230\u7279\u6b8a\u7684\u5173\u7cfb<\/p>\n<\/li>\n<li>\u6574\u4f53\u90e8\u5206\u5173\u7cfb&#xff08;Meronymy\/Holonymy&#xff09;\n<p>&#xff1a;\u8868\u793a\u90e8\u5206\u4e0e\u6574\u4f53\u7684\u5173\u7cfb<\/p>\n<\/li>\n<li>\u53cd\u4e49\u5173\u7cfb&#xff08;Antonymy&#xff09;\n<p>&#xff1a;\u8868\u793a\u76f8\u53cd\u542b\u4e49\u7684\u8bcd<\/p>\n<\/li>\n<\/ul>\n<h4>14.4 \u8de8\u8bed\u8a00\u8bed\u4e49<\/h4>\n<p>\u867d\u7136WordNet\u6700\u521d\u662f\u4e3a\u82f1\u8bed\u8bbe\u8ba1\u7684&#xff0c;\u4f46\u5df2\u7ecf\u53d1\u5c55\u51fa\u591a\u8bed\u8a00\u7248\u672c&#xff0c;\u652f\u6301\u8de8\u8bed\u8a00\u7684\u8bed\u4e49\u7406\u89e3\u548c\u7ffb\u8bd1\u00a0\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"396\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020441-697428b91dec2.png\" width=\"715\" \/><\/p>\n<h3>\u5341\u4e94\u3001\u77e5\u8bc6\u56fe\u8c31\u7684\u672a\u6765&#xff1a;\u77e5\u8bc6\u6e56<\/h3>\n<h4>15.1 \u77e5\u8bc6\u6e56\u7684\u6982\u5ff5<\/h4>\n<p>\u77e5\u8bc6\u6e56&#xff08;Knowledge Lake&#xff09;\u662f\u77e5\u8bc6\u56fe\u8c31\u53d1\u5c55\u7684\u4e0b\u4e00\u9636\u6bb5&#xff0c;\u4ee3\u8868\u4e86\u4e00\u4e2a\u901a\u7528\u7684\u3001\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u3001\u53ef\u6269\u5c55\u7684\u4fe1\u606f\u7cfb\u7edf\u00a0\u3002<\/p>\n<p>\u77e5\u8bc6\u6e56\u7684\u6838\u5fc3\u7279\u5f81\u5305\u62ec&#xff1a;<\/p>\n<p>\u591a\u6e90\u6574\u5408&#xff1a;\u6574\u5408\u5404\u79cd\u6570\u636e\u6e90&#xff0c;\u5305\u62ec\u7ed3\u6784\u5316\u3001\u534a\u7ed3\u6784\u5316\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e<\/p>\n<p>\u4e0a\u4e0b\u6587\u611f\u77e5&#xff1a;\u63d0\u4f9b\u4e30\u5bcc\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f&#xff0c;\u652f\u6301\u667a\u80fd\u7406\u89e3<\/p>\n<p>\u52a8\u6001\u6f14\u5316&#xff1a;\u968f\u7740\u65b0\u6570\u636e\u548c\u77e5\u8bc6\u7684\u52a0\u5165\u6301\u7eed\u6f14\u5316<\/p>\n<p>\u5f00\u653e\u67b6\u6784&#xff1a;\u652f\u6301\u7075\u6d3b\u7684\u6269\u5c55\u548c\u5b9a\u5236<\/p>\n<h4>15.2 \u4ece\u6570\u636e\u6e56\u5230\u77e5\u8bc6\u6e56<\/h4>\n<p>\u4f20\u7edf\u7684\u6570\u636e\u6e56\u63d0\u4f9b\u4e86\u5927\u89c4\u6a21\u7684\u6570\u636e\u5b58\u50a8&#xff0c;\u4f46\u7f3a\u4e4f\u8bed\u4e49\u7406\u89e3\u5c42\u3002\u77e5\u8bc6\u6e56\u5728\u6570\u636e\u6e56\u7684\u57fa\u7840\u4e0a\u6dfb\u52a0\u4e86\u77e5\u8bc6\u7ec4\u7ec7\u548c\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u00a0&#xff1a;<\/p>\n<table>\n<tr>\n<p>\u7279\u6027<\/p>\n<p>\u6570\u636e\u6e56<\/p>\n<p>\u77e5\u8bc6\u6e56<\/p>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>\u6570\u636e\u7ec4\u7ec7<\/p>\n<\/td>\n<td>\n<p>\u539f\u59cb\u3001\u672a\u5904\u7406<\/p>\n<\/td>\n<td>\n<p>\u8bed\u4e49\u5316\u3001\u7ed3\u6784\u5316<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6570\u636e\u53d1\u73b0<\/p>\n<\/td>\n<td>\n<p>\u57fa\u4e8e\u5143\u6570\u636e<\/p>\n<\/td>\n<td>\n<p>\u57fa\u4e8e\u8bed\u4e49\u548c\u5173\u7cfb<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6570\u636e\u7406\u89e3<\/p>\n<\/td>\n<td>\n<p>\u9700\u8981\u4eba\u5de5\u89e3\u91ca<\/p>\n<\/td>\n<td>\n<p>\u673a\u5668\u53ef\u7406\u89e3<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6570\u636e\u96c6\u6210<\/p>\n<\/td>\n<td>\n<p>\u7269\u7406\u96c6\u4e2d<\/p>\n<\/td>\n<td>\n<p>\u903b\u8f91\u6574\u5408<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u67e5\u8be2\u80fd\u529b<\/p>\n<\/td>\n<td>\n<p>SQL\u3001\u641c\u7d22<\/p>\n<\/td>\n<td>\n<p>\u8bed\u4e49\u67e5\u8be2\u3001\u63a8\u7406<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>15.3 \u6280\u672f\u6808<\/h4>\n<p>\u6784\u5efa\u77e5\u8bc6\u6e56\u9700\u8981\u6574\u5408\u591a\u79cd\u6280\u672f&#xff1a;<\/p>\n<p>\u5b58\u50a8\u5c42&#xff1a;\u5206\u5e03\u5f0f\u5b58\u50a8\u7cfb\u7edf\u3001\u56fe\u6570\u636e\u5e93\u3001\u6587\u6863\u6570\u636e\u5e93<\/p>\n<p>\u8bed\u4e49\u5c42&#xff1a;\u672c\u4f53\u3001\u5206\u7c7b\u6cd5\u3001\u77e5\u8bc6\u56fe\u8c31<\/p>\n<p>\u5904\u7406\u5c42&#xff1a;ETL\u5de5\u5177\u3001\u6d41\u5904\u7406\u3001\u6279\u5904\u7406<\/p>\n<p>\u5206\u6790\u5c42&#xff1a;\u56fe\u7b97\u6cd5\u3001\u673a\u5668\u5b66\u4e60\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/p>\n<p>\u5e94\u7528\u5c42&#xff1a;API\u3001\u53ef\u89c6\u5316\u3001\u667a\u80fd\u5e94\u7528<\/p>\n<h4>15.4 \u5b9e\u65bd\u8def\u5f84<\/h4>\n<p>\u4ece\u4f20\u7edf\u6570\u636e\u67b6\u6784\u8fc1\u79fb\u5230\u77e5\u8bc6\u6e56\u9700\u8981\u5faa\u5e8f\u6e10\u8fdb\u7684\u65b9\u6cd5&#xff1a;<\/p>\n<li>\u8bc4\u4f30\u73b0\u72b6\n<p>&#xff1a;\u4e86\u89e3\u73b0\u6709\u6570\u636e\u8d44\u4ea7\u548c\u6280\u672f\u6808<\/p>\n<\/li>\n<li>\u5b9a\u4e49\u7528\u4f8b\n<p>&#xff1a;\u660e\u786e\u77e5\u8bc6\u56fe\u8c31\u8981\u89e3\u51b3\u7684\u4e1a\u52a1\u95ee\u9898<\/p>\n<\/li>\n<li>\u6784\u5efa\u57fa\u7840\n<p>&#xff1a;\u5efa\u7acb\u56fe\u6570\u636e\u5e93\u548c\u57fa\u7840\u77e5\u8bc6\u6a21\u578b<\/p>\n<\/li>\n<li>\u9010\u6b65\u6574\u5408\n<p>&#xff1a;\u5206\u9636\u6bb5\u96c6\u6210\u5404\u79cd\u6570\u636e\u6e90<\/p>\n<\/li>\n<li>\u6301\u7eed\u4f18\u5316\n<p>&#xff1a;\u6839\u636e\u53cd\u9988\u4e0d\u65ad\u6539\u8fdb\u548c\u6269\u5c55<\/p>\n<\/li>\n<h4>15.5 \u4ef7\u503c\u4e3b\u5f20<\/h4>\n<p>\u77e5\u8bc6\u6e56\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u4e86\u5168\u9762\u7684\u77e5\u8bc6\u670d\u52a1\u00a0&#xff1a;<\/p>\n<p>\u589e\u5f3a\u51b3\u7b56&#xff1a;\u57fa\u4e8e\u5168\u9762\u3001\u51c6\u786e\u7684\u77e5\u8bc6\u505a\u51fa\u66f4\u597d\u7684\u51b3\u7b56<\/p>\n<p>\u63d0\u9ad8\u6548\u7387&#xff1a;\u81ea\u52a8\u5316\u6570\u636e\u53d1\u73b0\u548c\u77e5\u8bc6\u63d0\u53d6<\/p>\n<p>\u521b\u65b0\u9a71\u52a8&#xff1a;\u901a\u8fc7\u77e5\u8bc6\u53d1\u73b0\u6fc0\u53d1\u521b\u65b0<\/p>\n<p>\u654f\u6377\u54cd\u5e94&#xff1a;\u5feb\u901f\u9002\u5e94\u53d8\u5316\u7684\u4e1a\u52a1\u73af\u5883<\/p>\n<h3>\u7ed3\u8bed<\/h3>\n<p>\u77e5\u8bc6\u56fe\u8c31\u6280\u672f\u6b63\u5728\u4ece\u7406\u8bba\u8d70\u5411\u5b9e\u8df5&#xff0c;\u4ece\u5b9e\u9a8c\u5ba4\u8d70\u5411\u751f\u4ea7\u73af\u5883\u3002\u901a\u8fc7\u7cfb\u7edf\u5730\u5e94\u7528\u672c\u4e66\u4ecb\u7ecd\u7684\u65b9\u6cd5\u548c\u6700\u4f73\u5b9e\u8df5&#xff0c;\u4f01\u4e1a\u53ef\u4ee5\u6784\u5efa\u5f3a\u5927\u7684\u77e5\u8bc6\u56fe\u8c31\u7cfb\u7edf&#xff0c;\u4e3a\u6570\u5b57\u5316\u8f6c\u578b\u63d0\u4f9b\u575a\u5b9e\u7684\u6570\u636e\u57fa\u7840\u3002<\/p>\n<p>\u77e5\u8bc6\u56fe\u8c31\u4e0d\u4ec5\u4ec5\u662f\u4e00\u9879\u6280\u672f&#xff0c;\u66f4\u662f\u4e00\u79cd\u601d\u7ef4\u65b9\u5f0f\u2014\u2014\u5c06\u6570\u636e\u89c6\u4e3a\u77e5\u8bc6\u8d44\u4ea7&#xff0c;\u901a\u8fc7\u8fde\u63a5\u548c\u4e0a\u4e0b\u6587\u7406\u89e3\u91ca\u653e\u5176\u4ef7\u503c\u3002\u968f\u7740\u4eba\u5de5\u667a\u80fd\u548c\u5927\u6570\u636e\u6280\u672f\u7684\u6301\u7eed\u53d1\u5c55&#xff0c;\u77e5\u8bc6\u56fe\u8c31\u5c06\u5728\u66f4\u591a\u9886\u57df\u53d1\u6325\u5173\u952e\u4f5c\u7528&#xff0c;\u6700\u7ec8\u6f14\u5316\u4e3a\u4f01\u4e1a\u7684\u6838\u5fc3\u77e5\u8bc6\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Building 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