{"id":8937,"date":"2018-02-02T22:48:19","date_gmt":"2018-02-02T14:48:19","guid":{"rendered":"https:\/\/www.growthhk.cn\/?p=8937"},"modified":"2018-02-02T22:54:37","modified_gmt":"2018-02-02T14:54:37","slug":"%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%a2%9e%e9%95%bf%ef%bc%9f%e5%88%ab%e6%89%af%e4%ba%86%ef%bc%8c%e5%85%88%e8%a7%a3%e5%86%b3%e6%95%b0%e6%8d%ae%e4%bb%8e%e5%93%aa%e5%84%bf%e6%9d%a5","status":"publish","type":"post","link":"https:\/\/www.growthhk.cn\/cgo\/8937.html","title":{"rendered":"\u6570\u636e\u9a71\u52a8\u589e\u957f\uff1f\u522b\u626f\u4e86\uff0c\u5148\u89e3\u51b3\u6570\u636e\u4ece\u54ea\u513f\u6765"},"content":{"rendered":"<p>\u73b0\u5728\u4e92\u8054\u7f51\u4e0a\u5173\u4e8e\u201c<span class=\"wpcom_tag_link\"><a href=\"https:\/\/www.growthhk.cn\/tag\/%e5%a2%9e%e9%95%bf%e9%bb%91%e5%ae%a2\" title=\"\u589e\u957f\u9ed1\u5ba2\" target=\"_blank\">\u589e\u957f\u9ed1\u5ba2<\/a><\/span>\u201d\u7684\u6982\u5ff5\u5f88\u706b\uff0c\u5b83\u90a3\u201c\u56db\u4e24\u62e8\u5343\u65a4\u201d\u3001\u201c\u5c0f\u6295\u5165\u5927\u6536\u76ca\u201d\u7684\u795e\u5947\u6cd5\u529b\u4ee4\u65e0\u6570\u4e92\u8054\u7f51\u4ece\u4e1a\u8005\u4e3a\u4e4b\u7740\u8ff7\u3002<\/p>\n<p>\u4e00\u822c\u6765\u8bf4\uff0c\u201c<span class=\"wpcom_keyword_link\"><a href=\"https:\/\/www.growthhk.cn\/\" target=\"_blank\" title=\"\u589e\u957f\u9ed1\u5ba2\">\u589e\u957f\u9ed1\u5ba2<\/a><\/span>\u201d\u4e3b\u8981\u4f9d\u8d56\u4e8e\u4f01\u4e1a\u7684\u5185\u90e8\u6570\u636e\uff08\u5982\u4f01\u4e1a\u81ea\u8eab\u62e5\u6709\u7684\u9500\u552e\u6570\u636e\u3001\u7528\u6237\u6570\u636e\u3001\u9875\u9762\u6d4f\u89c8\u6570\u636e\u7b49\uff09\uff0c\u4ee5\u6b64\u4e3a\u4f9d\u636e\u8fdb\u884c\u6570\u636e\u5206\u6790\u548c\u63a8\u5e7f\u7b56\u7565\u62df\u5b9a\u3002\u4f46\u662f\uff0c\u5982\u679c\u9047\u5230\u5982\u4e0b\u51e0\u79cd\u60c5\u51b5\uff0c\u201c\u589e\u957f\u9ed1\u5ba2\u201d\u5c31\u6349\u895f\u89c1\u8098\u4e86\uff1a<\/p>\n<ul>\n<li>\u5047\u5982\u4e00\u5bb6\u521d\u521b\u516c\u53f8\uff0c\u81ea\u5df1\u521a\u8d77\u6b65\uff0c\u81ea\u8eab\u5e76\u6ca1\u6709\u8fd8\u79ef\u7d2f\u6570\u636e\uff0c\u600e\u4e48\u7834\uff1f<\/li>\n<li>\u5c31\u7b97\u6709\u6570\u636e\uff0c\u4f46\u81ea\u5df1\u62e5\u6709\u7684\u6570\u636e\u65e0\u8bba\u5728\u201c\u8d28\u201d\u548c\u201c\u91cf\u201d\u4e0a\u90fd\u5f88\u5dee\uff0c\u6b63\u6240\u8c13\u201cgarbage in \uff0cgarbage out\u201d\uff0c\u8fd9\u6837\u7684\u6570\u636e\u518d\u600e\u4e48\u5206\u6790\u548c\u6316\u6398\uff0c\u4e5f\u96be\u4ee5\u5f97\u5230\u53ef\u4f5c\u4e3a\u51b3\u7b56\u4f9d\u636e\u7684\u6570\u636e\u6d1e\u5bdf\u3002<\/li>\n<li>\u80fd\u770b\u5230\u6570\u91cf\u4e0a\u7684\u53d8\u5316\u8d8b\u52bf\uff0c\u5374\u65e0\u6cd5\u7cbe\u51c6\u7684\u83b7\u6089\u6570\u503c\u53d8\u52a8\u7684\u771f\u6b63\u539f\u56e0\uff0c\u6bd4\u5982\uff0c\u8fd1\u671fAPP\u4e0a\u7684\u6d3b\u8dc3\u5ea6\u4e0b\u964d\u4e0d\u5c11\uff0c\u4ece\u5185\u90e8\u6570\u636e\u4e0a\uff0c\u4f60\u53ea\u80fd\u770b\u5230\u6570\u91cf\u4e0a\u7684\u51cf\u5c11\uff0c\u4f46\u5bf9\u4e8e\u7528\u6237\u6d3b\u8dc3\u5ea6\u4e0b\u964d\u7684\u771f\u5b9e\u52a8\u56e0\u5374\u65e0\u6cd5\u51c6\u786e\u5224\u5b9a\uff0c\u53ea\u80fd\u62cd\u8111\u888b\u6216\u8005\u5229\u7528\u8fc7\u65f6\u7684\u7ecf\u9a8c\uff0c\u65e0\u6cd5\u8ba9\u76f8\u5173\u4eba\u4fe1\u670d\u3002<\/li>\n<\/ul>\n<p>\u7531\u6b64\uff0c\u7b14\u8005\u5f15\u51fa\u4e86\u201c\u5916\u90e8\u6570\u636e\u201d\u8fd9\u4e00\u6982\u5ff5\uff0c\u5c24\u5176\u662f\u201cOpen Data\u201d\u8fd9\u7247\u201c\u6570\u636e\u84dd\u6d77\u201d\uff0c\u201c\u4ed6\u5c71\u4e4b\u77f3\uff0c\u53ef\u4ee5\u653b\u7389\u201d\uff0c\u4ece\u6d77\u91cf\u7684\u5916\u90e8\u6570\u636e\u4e2d\u83b7\u53d6\u53ef\u4ee5\u5bf9\u81ea\u8eab\u4e1a\u52a1\u8d77\u5230\u6307\u5bfc\u4f5c\u7528\u548c\u501f\u9274\u610f\u4e49\u7684insight\uff0c\u501f\u52a9\u5916\u90e8\u73af\u5883\u6570\u636e\u6765\u4f18\u5316\u81ea\u5df1\u3002<\/p>\n<figure id=\"attachment_8938\" aria-describedby=\"caption-attachment-8938\" style=\"width: 599px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8938\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/Open-Data.png\" alt=\"\" width=\"599\" height=\"363\" \/><figcaption id=\"caption-attachment-8938\" class=\"wp-caption-text\">Open Data<\/figcaption><\/figure>\n<p>\u4e0b\u56fe\u662f\u672c\u6587\u7684\u884c\u6587\u8109\u7edc\uff1a<\/p>\n<figure id=\"attachment_8939\" aria-describedby=\"caption-attachment-8939\" style=\"width: 497px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8939\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u884c\u6587\u8109\u7edc.png\" alt=\"\" width=\"497\" height=\"603\" \/><figcaption id=\"caption-attachment-8939\" class=\"wp-caption-text\">\u884c\u6587\u8109\u7edc<\/figcaption><\/figure>\n<p>\u5728\u8c08\u53ca\u5916\u90e8\u6570\u636e\u7684\u91cd\u8981\u6027\u4e4b\u524d\uff0c\u8ba9\u6211\u4eec\u5148\u7b80\u5355\u7684\u770b\u4e00\u770b\u6570\u636e\u5206\u6790\u7684\u56db\u79cd\u7c7b\u578b\u3002<\/p>\n<h1>\u56db\u79cd\u5e38\u89c1\u7684\u6570\u636e\u5206\u6790\u7c7b\u578b<\/h1>\n<p>\u6309\u6570\u636e\u5206\u6790\u5bf9\u4e8e\u51b3\u7b56\u7684\u4ef7\u503c\u9ad8\u4f4e\u548c\u5904\u7406\u5206\u6790\u590d\u6742\u7a0b\u5ea6\uff0c\u53ef\u5c06\u6570\u636e\u5206\u6790\u5f52\u4e3a\u5982\u4e0b\u56fe\u6240\u793a\u76844\u79cd\u8303\u5f0f\uff1a<\/p>\n<figure id=\"attachment_8940\" aria-describedby=\"caption-attachment-8940\" style=\"width: 564px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8940\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u56db\u79cd\u5e38\u89c1\u7684\u6570\u636e\u5206\u6790\u7c7b\u578b.png\" alt=\"\" width=\"564\" height=\"488\" \/><figcaption id=\"caption-attachment-8940\" class=\"wp-caption-text\">\u56db\u79cd\u5e38\u89c1\u7684\u6570\u636e\u5206\u6790\u7c7b\u578b<\/figcaption><\/figure>\n<p>\u4ece\u4e0a\u56fe\u53ef\u4ee5\u770b\u5230\uff0c\u8d8a\u8fdc\u79bb\u5750\u6807\u539f\u70b9\uff0c\u6cbf\u5750\u6807\u8f74\u6b63\u5411\u5ef6\u4f38\uff0c\u4ef7\u503c\u5ea6\u5c31\u8d8a\u9ad8\uff0c\u5206\u6790\u5904\u7406\u7684\u96be\u5ea6\u4e5f\u5c31\u8d8a\u5927\u3002<\/p>\n<p>\u5bf9\u4e8e\u6570\u636e\u5206\u6790\u5e08\u800c\u8a00\uff0c\u201c\u63cf\u8ff0\u578b\u5206\u6790\u201d\u3001\u201c\u8bca\u65ad\u578b\u5206\u6790\u201d\u548c\u201c\u9884\u6d4b\u578b\u5206\u6790\u201d\u6700\u4e3a\u5e38\u89c1\uff0c\u800c\u201c\u89c4\u8303\u578b\u5206\u6790\u201d\u6d89\u53ca\u6bd4\u8f83\u9ad8\u6df1\u7684\u6570\u636e\u6316\u6398\u548c\u673a\u5668\u5b66\u4e60\u77e5\u8bc6\uff0c\u4e0d\u662f\u6211\u4eec\u63a5\u4e0b\u6765\u8ba8\u8bba\u7684\u91cd\u70b9\u3002<\/p>\n<h2>1.1 \u63cf\u8ff0\u578b\u6570\u636e\u5206\u6790<\/h2>\n<p>\u63cf\u8ff0\u578b\u5206\u6790\u662f\u7528\u6765\u6982\u62ec\u3001\u8868\u8ff0\u4e8b\u7269\u6574\u4f53\u72b6\u51b5\u4ee5\u53ca\u4e8b\u7269\u95f4\u5173\u8054\u3001\u7c7b\u5c5e\u5173\u7cfb\u7684\u7edf\u8ba1\u65b9\u6cd5\uff0c\u662f\u4e0a\u8ff0\u56db\u7c7b\u4e2d\u6700\u4e3a\u5e38\u89c1\u7684\u6570\u636e\u5206\u6790\u7c7b\u578b\u3002<\/p>\n<p>\u901a\u8fc7\u7edf\u8ba1\u5904\u7406\u53ef\u4ee5\u7b80\u6d01\u5730\u7528\u51e0\u4e2a\u7edf\u8ba1\u503c\u6765\u8868\u793a\u4e00\u7ec4\u6570\u636e\u5730\u96c6\u4e2d\u6027\uff08\u5982\u5e73\u5747\u503c\u3001\u4e2d\u4f4d\u6570\u548c\u4f17\u6570\u7b49\uff09\u548c\u79bb\u6563\u578b(\u53cd\u6620\u6570\u636e\u7684\u6ce2\u52a8\u6027\u5927\u5c0f\uff0c\u5982\u65b9\u5dee\u3001\u6807\u51c6\u5dee\u7b49)\u3002<\/p>\n<figure id=\"attachment_8941\" aria-describedby=\"caption-attachment-8941\" style=\"width: 596px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8941\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u63cf\u8ff0\u578b\u5206\u6790.png\" alt=\"\" width=\"596\" height=\"314\" \/><figcaption id=\"caption-attachment-8941\" class=\"wp-caption-text\">\u63cf\u8ff0\u578b\u5206\u6790<\/figcaption><\/figure>\n<h2>1.2 \u8bca\u65ad\u578b\u6570\u636e\u5206\u6790<\/h2>\n<p>\u5728\u63cf\u8ff0\u578b\u5206\u6790\u7684\u57fa\u7840\u4e0a\uff0c\u6570\u636e\u5206\u6790\u5e08\u9700\u8981\u8fdb\u4e00\u6b65\u7684\u94bb\u53d6\u548c\u6df1\u5165\uff0c\u7ec6\u5206\u5230\u7279\u5b9a\u7684\u65f6\u95f4\u7ef4\u5ea6\u548c\u7a7a\u95f4\u7ef4\u5ea6\uff0c\u4f9d\u636e\u6570\u636e\u7684\u6d45\u5c42\u8868\u73b0\u548c\u81ea\u8eab\u7684\u5386\u53f2\u7d2f\u79ef\u7ecf\u9a8c\u6765\u5224\u65ad\u73b0\u8c61\/\u95ee\u9898\u51fa\u73b0\u7684\u539f\u56e0\u3002<\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-8942\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u8bca\u65ad\u578b\u6570\u636e\u5206\u6790.png\" alt=\"\" width=\"603\" height=\"283\" \/><\/p>\n<h2>1.3 \u9884\u6d4b\u578b\u6570\u636e\u5206\u6790<\/h2>\n<p>\u9884\u6d4b\u578b\u6570\u636e\u5206\u6790\u5229\u7528\u5404\u79cd\u9ad8\u7ea7\u7edf\u8ba1\u5b66\u6280\u672f\uff0c\u5305\u62ec\u5229\u7528\u9884\u6d4b\u6a21\u578b\uff0c\u673a\u5668\u5b66\u4e60\uff0c\u6570\u636e\u6316\u6398\u7b49\u6280\u672f\u6765\u5206\u6790\u5f53\u524d\u548c\u5386\u53f2\u7684\u6570\u636e\uff0c\u4ece\u800c\u5bf9\u672a\u6765\u6216\u5176\u4ed6\u4e0d\u786e\u5b9a\u7684\u4e8b\u4ef6\u8fdb\u884c\u9884\u6d4b\u3002<\/p>\n<figure id=\"attachment_8943\" aria-describedby=\"caption-attachment-8943\" style=\"width: 598px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8943\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u9884\u6d4b\u578b\u6570\u636e\u5206\u6790.png\" alt=\"\" width=\"598\" height=\"543\" \/><figcaption id=\"caption-attachment-8943\" class=\"wp-caption-text\">\u9884\u6d4b\u578b\u6570\u636e\u5206\u6790<\/figcaption><\/figure>\n<h2>1.4 \u89c4\u8303\u578b\u6570\u636e\u5206\u6790<\/h2>\n<p>\u6700\u5177\u4ef7\u503c\u548c\u5904\u7406\u590d\u6742\u5ea6\u7684\u5f53\u5c5e\u89c4\u8303\u578b\u5206\u6790\u3002<\/p>\n<p>\u89c4\u8303\u578b\u5206\u6790\u901a\u8fc7 \u201c\u5df2\u7ecf\u53d1\u751f\u4ec0\u4e48\u201d\u3001\u201c\u4e3a\u4ec0\u4e48\u53d1\u751f\u201d\u548c\u201c\u4ec0\u4e48\u5c06\u53d1\u751f\u201d\uff0c\u4e5f\u5c31\u662f\u7efc\u5408\u8fd0\u7528\u4e0a\u8ff0\u63d0\u53ca\u7684\u63cf\u8ff0\u578b\u5206\u6790\u3001\u8bca\u65ad\u578b\u5206\u6790\u548c\u9884\u6d4b\u578b\u5206\u6790\uff0c\u5bf9\u6f5c\u5728\u7528\u6237\u8fdb\u884c\u5546\u54c1\/\u670d\u52a1\u63a8\u8350\u548c\u51b3\u7b56\u652f\u6301\u3002<\/p>\n<figure id=\"attachment_8944\" aria-describedby=\"caption-attachment-8944\" style=\"width: 601px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8944\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u89c4\u8303\u578b\u6570\u636e\u5206\u6790.png\" alt=\"\" width=\"601\" height=\"277\" \/><figcaption id=\"caption-attachment-8944\" class=\"wp-caption-text\">\u89c4\u8303\u578b\u6570\u636e\u5206\u6790<\/figcaption><\/figure>\n<h1>\u5bf9\u5916\u90e8\u6570\u636e\u4e2d\u7684\u5206\u6790\u5f88\u91cd\u8981<\/h1>\n<p>\u7ecf\u8fc7\u4e0a\u9762\u5bf9\u56db\u79cd\u6570\u636e\u5206\u6790\u7c7b\u578b\u7684\u63cf\u8ff0\uff0c\u7b14\u8005\u8ba4\u4e3a\u73b0\u6709\u7684\u57fa\u4e8e\u4f01\u4e1a\u5185\u90e8\u6570\u636e\u7684\u6570\u636e\u5206\u6790\u5b9e\u8df5\u5b58\u5728\u5982\u4e0b\u51e0\u7c7b\u7279\u5f81\uff1a<\/p>\n<p>\u5927\u591a\u6570\u7684\u6570\u636e\u5206\u6790\u4ec5\u505c\u7559\u5728\u63cf\u8ff0\u6027\u6570\u636e\u5206\u6790\u4e0a\uff0c\u672a\u89e6\u53ca\u6570\u636e\u6df1\u5c42\u6b21\u7684\u89c4\u5f8b\uff0c\u6ca1\u6709\u6700\u5927\u9650\u5ea6\u7684\u6316\u6398\u6570\u636e\u7684\u6f5c\u5728\u4ef7\u503c\u3002<\/p>\n<p>\u6570\u636e\u5206\u6790\u7684\u5bf9\u8c61\u4ee5\u7ed3\u6784\u5316\u7684\u6570\u503c\u578b\u6570\u636e\u4e3a\u4e3b\uff0c\u800c\u5bf9\u975e\u7ed3\u6784\u5316\u6570\u636e\uff0c\u5c24\u5176\u662f\u6587\u672c\u7c7b\u578b\u7684\u6570\u636e\u5206\u6790\u5b9e\u8df5\u5219\u8f83\u5c11\u3002<\/p>\n<p>\u5bf9\u5185\u90e8\u6570\u636e\u9ad8\u5ea6\u91cd\u89c6\uff0c\u5982\u7528\u6237\u589e\u957f\u6570\u636e\uff0c\u9500\u552e\u6570\u636e\uff0c\u4ee5\u53ca\u4ea7\u54c1\u76f8\u5173\u6307\u6807\u6570\u636e\u7b49\uff0c\u4f46\u6ca1\u6709\u548c\u5916\u90e8\u6570\u636e\u8fdb\u884c\u5173\u8054\uff0c\u5bfc\u81f4\u5206\u6790\u7684\u7ed3\u679c\u7247\u9762\u3001\u5b64\u7acb\u548c\u5931\u771f\uff0c\u8d77\u4e0d\u5230\u95ee\u9898\u8bca\u65ad\u548c\u51b3\u7b56\u652f\u6491\u4f5c\u7528\u3002<\/p>\n<p>\u7531\u6b64\uff0c\u6211\u4eec\u5fc5\u987b\u5bf9\u4f01\u4e1a\u4e4b\u5916\u7684\u5916\u90e8\u6570\u636e\u5f15\u8d77\u91cd\u89c6\uff0c\u5c24\u5176\u662f\u5916\u90e8\u6570\u636e\u4e2d\u7684\u975e\u7ed3\u6784\u5316\u6587\u672c\u6570\u636e\u3002<\/p>\n<h1>\u5916\u90e8\u6570\u636e\u7684\u51e0\u79cd\u5e38\u89c1\u7c7b\u578b<\/h1>\n<p>\u5916\u90e8\u6570\u636e\u662f\u4e92\u8054\u7f51\u65f6\u4ee3\u7684\u4ea7\u7269\uff0c\u968f\u7740\u79fb\u52a8\u4e92\u8054\u65f6\u4ee3\u7684\u5174\u8d77\uff0c\u5916\u90e8\u6570\u636e\u7684\u589e\u957f\u5448\u73b0\u4e95\u55b7\u7684\u8d8b\u52bf\u3002<\/p>\n<p>\u5404\u4e2a\u9886\u57df\u7684\u5916\u90e8\u6570\u636e\u4ece\u4e0d\u540c\u89d2\u5ea6\u523b\u753b\u4e86\u79fb\u52a8\u4e92\u8054\u65f6\u4ee3\u7684\u5546\u4e1a\u793e\u4f1a\uff0c\u7efc\u5408\u8fd9\u4e9b\u5916\u90e8\u6570\u636e\uff0c\u624d\u80fd\u4fef\u77b0\u5230\u4e00\u4e2a\u201c\u5168\u606f\u5f0f\u201d\u7684\u4e92\u8054\u7f51\u7248\u56fe\u3002<\/p>\n<p>\u6309\u4e92\u8054\u7f51\u884c\u4e1a\u548c\u9886\u57df\u7684\u4e0d\u540c\uff0c\u5916\u90e8\u6570\u636e\u5305\u62ec\u4e14\u4e0d\u9650\u4e8e\uff1a<\/p>\n<ul>\n<li>\u963f\u91cc\uff08\u6dd8\u5b9d\u548c\u5929\u732b\uff09\uff1a\u7535\u5546\u5927\u6570\u636e<\/li>\n<li>\u817e\u8baf\uff08\u5fae\u4fe1\u548cQQ\uff09\uff1a\u793e\u4ea4\u7f51\u7edc\u5927\u6570\u636e<\/li>\n<li>\u65b0\u6d6a\uff08\u65b0\u6d6a\u5fae\u535a\u548c\u65b0\u6d6a\u535a\u5ba2\uff09\uff1a\u793e\u4ea4\u5a92\u4f53\u5927\u6570\u636e<\/li>\n<li>\u8109\u8109\uff1a\u804c\u573a\u793e\u4ea4\u5927\u6570\u636e<\/li>\n<li>\u8c37\u6b4c\/\u767e\u5ea6\uff1a\u641c\u7d22\u5927\u6570\u636e<\/li>\n<li>\u4f18\u9177\uff1a\u5f71\u89c6\u64ad\u653e\u5927\u6570\u636e<\/li>\n<li>\u4eca\u65e5\u5934\u6761\uff1a\u9605\u8bfb\u5174\u8da3\u5927\u6570\u636e<\/li>\n<li>\u9177\u4e91EYE\uff1a\u6536\u89c6\u5927\u6570\u636e<\/li>\n<li>\u9ad8\u5fb7\u5730\u56fe\uff1aPOI\u5927\u6570\u636e<\/li>\n<li>\u5916\u90e8\u6570\u636e\u7684\u83b7\u53d6\u548c\u91c7\u96c6<\/li>\n<\/ul>\n<p>\u968f\u7740\u4e92\u8054\u7f51\u65f6\u4ee3\u5bf9\u4e8e\u201cOpen Data(\u5f00\u653e\u6570\u636e)\u201d\u6216\u201cData Sharing\uff08\u5171\u4eab\u6570\u636e\uff09\u201d\u7684\u65e5\u76ca\u5021\u5bfc\uff0c\u5f88\u591a\u4e92\u8054\u7f51\u5de8\u5934\uff08\u90e8\u5206\uff09\u5f00\u653e\u4e86\u5b83\u4eec\u6240\u79ef\u7d2f\u7684\u5916\u90e8\u6570\u636e\u3002<\/p>\n<p>\u518d\u8005\u4e00\u4e9b\u53ef\u4ee5\u6293\u53d6\u7f51\u7edc\u6570\u636e\u7684\u7b2c\u4e09\u65b9\u5e94\u7528\u548c\u7f16\u7a0b\u5de5\u5177\u4e0d\u65ad\u51fa\u73b0\uff0c\u4f7f\u5f97\u6211\u4eec\u53ef\u4ee5\u4ee5\u514d\u8d39\u6216\u4ed8\u8d39\u7684\u65b9\u5f0f\u83b7\u5f97\u5927\u91cf\u5916\u90e8\u6570\u636e\uff08\u5728\u83b7\u5f97\u5bf9\u65b9\u5141\u8bb8\u548c\u6d89\u53ca\u5546\u4e1a\u76ee\u7684\u7684\u60c5\u51b5\u4e0b\uff09\uff0c\u6700\u7ec8\u7684\u5f62\u5f0f\u5305\u62ec\u672a\u52a0\u5de5\u7684\u539f\u59cb\u6570\u636e\u3001\u7cfb\u7edf\u5316\u7684\u6570\u636e\u4ea7\u54c1\u548c\u5b9a\u5236\u5316\u7684\u6570\u636e\u670d\u52a1\u3002<\/p>\n<h1>\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5e38\u89c1\u7684\u5916\u90e8\u6570\u636e\u5206\u6790\u548c\u91c7\u96c6\u5de5\u5177\uff1a<\/h1>\n<h2>4.1 \u6307\u6570\u67e5\u8be2<\/h2>\n<ul>\n<li>\u767e\u5ea6\u6307\u6570<\/li>\n<li>\u5fae\u6307\u6570<\/li>\n<li>\u4f18\u9177\u6307\u6570<\/li>\n<li>\u8c37\u6b4c\u8d8b\u52bf<\/li>\n<\/ul>\n<h2>4.2 \u722c\u866b\u5de5\u5177<\/h2>\n<ul>\n<li>\u706b\u8f66\u5934<\/li>\n<li>Data Scraping<\/li>\n<li>\u516b\u722a\u9c7c<\/li>\n<\/ul>\n<h2>4.3 \u793e\u4f1a\u5316\u5a92\u4f53\u76d1\u6d4b\u4e0e\u5206\u6790\u5e73\u53f0<\/h2>\n<ul>\n<li>\u65b0\u6d6a\u5fae\u8206\u60c5<\/li>\n<li>\u5916\u90e8\u6570\u636e\u5206\u6790\u7684\u5e94\u7528\u573a\u666f<\/li>\n<\/ul>\n<p>\u6700\u5148\u5bf9\u5916\u90e8\u6570\u636e\u9ad8\u5ea6\u91cd\u89c6\u7684\u5148\u884c\u8005\u5176\u5b9e\u662f\u653f\u5e9c\u673a\u6784\uff0c\u5b83\u4eec\u5229\u7528\u5927\u6570\u636e\u8206\u60c5\u7cfb\u7edf\u8fdb\u884c\u7f51\u7edc\u8206\u60c5\u7684\u76d1\u6d4b\uff0c\u4f46\u968f\u7740\u5927\u6570\u636e\u65f6\u4ee3\u7684\u5411\u524d\u63a8\u8fdb\uff0c\u5916\u90e8\u6570\u636e\u7684\u5e94\u7528\u573a\u666f\u4e5f\u8d8a\u6765\u8d8a\u591a\uff0c\u5305\u62ec\u4e14\u4e0d\u9650\u5982\u4e0b\u65b9\u9762\uff1a<\/p>\n<ul>\n<li>\u8206\u60c5\u76d1\u6d4b<\/li>\n<li>\u4f01\u4e1a\u53e3\u7891\u548c\u5ba2\u6237\u6ee1\u610f\u5ea6\u8ffd\u8e2a<\/li>\n<li>\u4f01\u4e1a\u7ade\u4e89\u60c5\u62a5\u5206\u6790<\/li>\n<li>\u54c1\u724c\u5ba3\u4f20\u3001\u5e7f\u544a\u6295\u653e\u53ca\u5371\u673a\u516c\u5173<\/li>\n<li>\u5e02\u573a\u673a\u4f1a\u6316\u6398\u3001\u4ea7\u54c1\u6280\u672f\u5f00\u53d1\u521b\u610f\u6316\u6398<\/li>\n<li>\u884c\u4e1a\u8d8b\u52bf\u5206\u6790<\/li>\n<\/ul>\n<p>\u63a5\u4e0b\u6765\uff0c\u7b14\u8005\u5c06\u4ee5\u67d0\u4e92\u8054\u7f51\u793e\u533a\u4e0a\u8fd16\u5e74\u7684\u6587\u7ae0\u6570\u636e\u4f5c\u4e3a\u5b9e\u4f8b\uff0c\u8fdb\u884c\u201c360\u5ea6\u65e0\u4fa7\u6f0f\u5f0f\u201d\u7684\u6570\u636e\u5206\u6790\uff0c\u6765\u201c\u793a\u8303\u201d\u4e0b\u5982\u4f55\u5bf9\u5916\u90e8\u6570\u636e\u8fdb\u884c\u6316\u6398\uff0c\u4ece\u4e2d\u6700\u5927\u9650\u5ea6\u7684\u201c\u69a8\u53d6\u201d\u5173\u4e8e\u4e92\u8054\u7f51\u4ea7\u54c1\u3001\u8fd0\u8425\u65b9\u9762\u7684insight\u3002<\/p>\n<h2>\u5916\u90e8\u6570\u636e\u5206\u6790\u5b9e\u64cd\u6848\u4f8b<\/h2>\n<p>\u4ee5\u67d0\u4e92\u8054\u7f51\u793e\u533a\u7684\u6587\u7ae0\u6570\u636e\u5206\u6790\u4e3a\u4f8b<\/p>\n<p>\u5728\u7b14\u8005\u4e0b\u9762\u7684\u201c\u6570\u636e\u53d1\u73b0\u4e4b\u65c5\u201d\u4e2d\uff0c\u4f1a\u5e26\u77403\u4e2a\u76ee\u7684\uff0c\u4e3b\u8981\u662f\uff1a<\/p>\n<ul>\n<li>\u901a\u8fc7\u8be5\u793e\u533a\u7684\u8d44\u8baf\u6587\u7ae0\u4e2d\uff0c\u53d1\u6398\u56fd\u5185\u4e92\u8054\u7f51\u53d1\u5c55\u7684\u4e00\u4e9b\u7279\u5f81<\/li>\n<li>\u53d1\u6398\u4e92\u8054\u7f51\u67d0\u4e9b\u680f\u76ee\u4e0b\u7684\u70ed\u70b9\u53ca\u5176\u53d8\u52a8\u8d8b\u52bf<\/li>\n<li>\u7ed9\u7b14\u8005\u7684\u5185\u5bb9\u521b\u4f5c\u4e88\u4ee5\u5199\u4f5c\u98ce\u683c\u5b9a\u4f4d\u548c\u9898\u6750\u9009\u53d6\u65b9\u9762\u7684\u6307\u5bfc<\/li>\n<\/ul>\n<p>\u4ee5\u4e0b\u662f\u7b14\u8005\u6293\u53d6\u7684\u6570\u636e\u7684\u539f\u59cb\u5f62\u6001\uff0c\u6293\u53d6\u4e86\u201c\u6807\u9898\u201d\u3001\u201c\u65f6\u95f4\u201d\u3001\u201c\u6b63\u6587\u201d\u3001\u201c\u9605\u8bfb\u91cf\u201d\u3001\u201c\u8bc4\u8bba\u91cf\u201d\u3001\u201c\u6536\u85cf\u91cf\u201d\u548c\u201c\u4f5c\u8005\u201d\u8fd97\u4e2a\u7ef4\u5ea6\u7684\u6570\u636e\uff0c\u6293\u53d6\u65f6\u95f4\u533a\u95f4\u662f2012.05.17~2017.07.31\uff0c\u6587\u7ae0\u6570\u636e\u5171\u8ba133,412\u6761\u3002<\/p>\n<figure id=\"attachment_8945\" aria-describedby=\"caption-attachment-8945\" style=\"width: 604px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8945\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u6570\u636e\u7684\u539f\u59cb\u5f62\u6001.png\" alt=\"\" width=\"604\" height=\"331\" \/><figcaption id=\"caption-attachment-8945\" class=\"wp-caption-text\">\u6570\u636e\u7684\u539f\u59cb\u5f62\u6001<\/figcaption><\/figure>\n<p>\u7136\u540e\uff0c\u7b14\u8005\u5bf9\u6570\u636e\u8fdb\u884c\u4e86\u6e05\u6d17\uff0c\u4e3b\u8981\u662f\u201c\u9605\u8bfb\u91cf\u201d\uff0c\u5c06\u201ck(1000)\u201c\u3001\u201c\u4e07\uff0810000\uff09\u201d\u3001\u201cm(1000000)\u201d\u53d8\u6210\u4e86\u76f8\u5e94\u7684\u6570\u5b57\uff0c\u4fbf\u4e8e\u540e\u7eed\u7684\u6570\u503c\u8ba1\u7b97\u548c\u6392\u5e8f\u3002\u540c\u65f6\uff0c\u65b0\u589e3\u4e2a\u7ef4\u5ea6\uff0c\u5373\u6587\u7ae0\u6240\u5c5e\u7684\u680f\u76ee\u201c\u7c7b\u522b\u201d\u3001\u201c\u6b63\u6587\u5b57\u6570\u201d\u548c\u201c\u6807\u9898\u5b57\u6570\u201d\u3002<\/p>\n<h1>6.1\u5168\u5c40\u7eb5\u89c8<\/h1>\n<h2>6.1.1 \u5404\u680f\u76ee\u4e0b\u7684\u6587\u7ae0\u6570\u91cf\u5206\u5e03\u60c5\u51b5<\/h2>\n<p>\u9996\u5148\uff0c\u5148\u5bf9\u5404\u4e2a\u680f\u76ee\u4e0b\u7684\u6587\u7ae0\u6570\u91cf\u8fdb\u884c\u57fa\u7840\u6027\u7684\u63cf\u8ff0\u6027\u5206\u6790\uff0c\u770b\u770b10\u4e2a\u680f\u76ee\u7c7b\u522b\u4e0b\u7684\u6587\u7ae0\u6570\u91cf\u5206\u5e03\u3002<\/p>\n<figure id=\"attachment_8946\" aria-describedby=\"caption-attachment-8946\" style=\"width: 601px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8946\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u6587\u7ae0\u6570\u91cf\u5206\u5e03.png\" alt=\"\" width=\"601\" height=\"202\" \/><figcaption id=\"caption-attachment-8946\" class=\"wp-caption-text\">\u6587\u7ae0\u6570\u91cf\u5206\u5e03<\/figcaption><\/figure>\n<p>\u4ece\u4e0a\u9762\u7684\u6761\u72b6\u56fe\u548c\u73af\u5f62\u56fe\u53ef\u4ee5\u770b\u51fa\uff0c\u201c\u4e1a\u754c\u52a8\u6001\u201d\u8fd9\u4e00\u680f\u76ee\u4e0b\u7684\u6587\u7ae0\u6570\u91cf\u6700\u591a\uff0c\u4e3a10,,452\u7bc7\uff0c\u5360\u5230\u4e86\u6587\u7ae0\u7bc7\u6570\u603b\u91cf\u768431.3%\uff0c\u5176\u6b21\u662f\u4ea7\u54c1\u8bbe\u8ba1\u548c<span class=\"wpcom_tag_link\"><a href=\"https:\/\/www.growthhk.cn\/tag\/%e4%ba%a7%e5%93%81%e8%bf%90%e8%90%a5\" title=\"\u4ea7\u54c1\u8fd0\u8425\" target=\"_blank\">\u4ea7\u54c1\u8fd0\u8425<\/a><\/span>\uff0c\u5206\u522b\u5360\u5230\u4e86\u603b\u6570\u768419.5%\u548c16.87%\uff0c\u53cd\u5012\u662f\u201c\u4ea7\u54c1\u7ecf\u7406\u201d\u4e0b\u7684\u6587\u7ae0\u6570\u91cf\u4e0d\u591a\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u7b14\u8005\u7edf\u8ba1\u4e86\u8fd910\u5404\u680f\u76ee\u5728\u8fc7\u53bb\u76846\u5e74\u4e2d\u7684\u6570\u91cf\u53d8\u5316\u60c5\u51b5\uff0c\u5982\u4e0b\u9762\u7684\u70ed\u529b\u56fe\u6240\u793a\uff1a<\/p>\n<figure id=\"attachment_8947\" aria-describedby=\"caption-attachment-8947\" style=\"width: 640px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8947\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u70ed\u529b\u56fe.jpg\" alt=\"\" width=\"640\" height=\"830\" \/><figcaption id=\"caption-attachment-8947\" class=\"wp-caption-text\">\u70ed\u529b\u56fe<\/figcaption><\/figure>\n<p>\u4e0a\u9762\u7684\u70ed\u529b\u56fe\u4e2d\uff0c\u8272\u5757\u8d8a\u6df1\uff0c\u5bf9\u5e94\u7684\u6570\u503c\u5c31\u8d8a\u5927\uff0c\u8d8a\u6d45\u5219\u6570\u503c\u6108\u5c0f\u3002\u5176\u4e2d\uff0c\u4e92\u8054\u7f51\u7684\u201c\u4e1a\u754c\u52a8\u6001\u201d\u4e00\u76f4\u662f\u6587\u7ae0\u53d1\u5e03\u6570\u91cf\u6700\u591a\u7684\u680f\u76ee\u3002<\/p>\n<p>\u800c\u201c\u4ea7\u54c1\u7ecf\u7406\u201d\u7684\u53d1\u6587\u6570\u91cf\u4e00\u8def\u98d9\u5347\uff08\u5f53\u71362017\u5e74\u8fd8\u6ca1\u8fc7\u5b8c\uff09\uff0c\u95f4\u63a5\u7684\u53ef\u77e5\u8be5\u804c\u4f4d\u7684\u70ed\u5ea6\uff08\u5173\u6ce8\u548c\u5199\u4f5c\u504f\u597d\uff09\u8e6d\u8e6d\u7684\u5f80\u4e0a\u7a9c\uff0c\u6210\u4e3a\u201c\u6539\u53d8\u4e16\u754c\u201d\u3001\u62ff\u7740\u9ad8\u85aa\u7684\u4ea7\u54c1\u7ecf\u7406\uff0c\u662f\u65e0\u6570\u4e92\u8054\u7f51\u4ece\u4e1a\u4eba\u5458\u68a6\u5bd0\u4ee5\u6c42\u7684\u5de5\u4f5c\u3002\u4e0e\u6b64\u7c7b\u4f3c\u7684\u662f\u201c\u4ea7\u54c1\u8fd0\u8425\u201d\u680f\u76ee\uff0c\u53d1\u6587\u6570\u91cf\u4e5f\u5728\u7a33\u6b65\u4e0a\u5347\u3002<\/p>\n<p>\u53e6\u5916\uff0c\u201c\u4ea7\u54c1\u8bbe\u8ba1\u201d\u65b9\u9762\u7684\u6587\u7ae0\u4e3b\u8981\u96c6\u4e2d\u57282012\u5e74\uff0c\u53ef\u4ee5\u770b\u51fa\u4ee5\u201c\u7528\u6237\u4f53\u9a8c\u201d\u3001\u201cUI\u8bbe\u8ba1\u201d\u3001\u201c\u4fe1\u606f\u67b6\u6784\u201d\u548c\u201c\u9700\u6c42\u89c4\u5212\u201d\u4e3a\u4e3b\u8981\u6d3b\u52a8\u7684\u4ea7\u54c1\u8bbe\u8ba1\u57282012\u5e74\u84ec\u52c3\u53d1\u5c55\uff0c\u4ea7\u751f\u4e86\u5927\u91cf\u57fa\u4e8e\u5b9e\u8df5\u7ecf\u9a8c\u7684\u5e72\u8d27\u6587\u7ae0\u3002<\/p>\n<h2>6.1.2 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id=\"attachment_8948\" aria-describedby=\"caption-attachment-8948\" style=\"width: 606px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8948\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u6587\u7ae0\u6570\u636e\u7684\u63cf\u8ff0\u6027\u5206\u6790.png\" alt=\"\" width=\"606\" height=\"320\" \/><figcaption id=\"caption-attachment-8948\" class=\"wp-caption-text\">\u6587\u7ae0\u6570\u636e\u7684\u63cf\u8ff0\u6027\u5206\u6790<\/figcaption><\/figure>\n<p>\u4e0a\u9762\u7684\u6570\u636e\u8fc7\u591a\uff0c\u4e3a\u8282\u7701\u7bc7\u5e45\uff0c\u7b14\u8005\u4ec5\u6458\u53d6\u90e8\u5206\u6570\u636e\u8fdb\u884c\u89e3\u8bfb\uff1a<\/p>\n<p>\u4ece\u4e0a\u8868\u4e2d\uff0c\u7b14\u8005\u53d1\u73b0\uff0c\u5355\u7bc7\u6587\u7ae0\u9605\u8bfb\u91cf\u7684\u6700\u5927\u503c\u662f2,100,000\uff01\u9605\u8bfb\u6570\u9ad8\u5f97\u60ca\u4eba\uff01\u5728\u540e\u9762\u7684\u622a\u56fe\u4e2d\uff0c\u5c0f\u4f19\u4f34\u4eec\u53ef\u4ee5\u77e5\u6653\u5177\u4f53\u662f\u54ea\u4e00\u7bc7\u6587\u7ae0\u5982\u6b64\u4e4b\u9ad8\u7684\u9605\u8bfb\u70ed\u5ea6\u3002<\/p>\n<p>\u8bfb\u8005\u7684\u8bc4\u8bba\u70ed\u60c5\u4e0d\u9ad8\uff0c\u7edd\u5927\u90e8\u5206\u7684\u6587\u7ae0\u6ca1\u6709\u8bc4\u8bba\uff0c\u8fd9\u53ef\u4ee5\u4ece\u201c\u5e73\u5747\u503c\u201d\u3001\u201c\u4e2d\u4f4d\u6570\u201d\u548c\u201c\u6807\u51c6\u5dee\u201d\u8fd93\u9879\u6307\u6807\u4e2d\u770b\u51fa\u3002<\/p>\n<p>\u7edd\u5927\u90e8\u5206\u7684\u6587\u7ae0\u5b57\u6570\u4e0d\u8d85\u8fc73000\uff0c\u7bc7\u5e45\u77ed\u5c0f\u7cbe\u608d\uff0c\u5f53\u7136\u5927\u591a\u6570\u6587\u7ae0\u90fd\u6709\u914d\u56fe\uff0c\u5199\u5f97\u592a\u957f\uff0c\u8bfb\u8005\u61d2\u5f97\u770b\u3002<\/p>\n<p>\u7edd\u5927\u90e8\u5206\u7684\u6807\u9898\u5b57\u6570\u4e0d\u8d85\u8fc720\u5b57\uff0c\u592a\u77ed\u8bf4\u4e0d\u6e05\u695a\uff0c\u592a\u957f\u770b\u7740\u62db\u4eba\u70e6\u3002<\/p>\n<h3>\uff082\uff09\u6587\u7ae0\u805a\u7c7b\u5206\u6790<\/h3>\n<p>\u5728\u8be5\u90e8\u5206\uff0c\u7b14\u8005\u9009\u53d6 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src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u6587\u7ae0\u805a\u7c7b\u5206\u6790.png\" alt=\"\" width=\"469\" height=\"485\" \/><figcaption id=\"caption-attachment-8949\" class=\"wp-caption-text\">\u6587\u7ae0\u805a\u7c7b\u5206\u6790<\/figcaption><\/figure>\n<p>\u4ece\u4e0a\u56fe\u53ef\u4ee5\u770b\u51fa\uff0c\u6b64\u6b21\u805a\u7c7b\u4e2d\uff0c\u6709\u5c11\u6570\u7684\u5f02\u5e38\u70b9\uff0c\u7531\u4e0a\u9762\u7684\u63cf\u8ff0\u578b\u5206\u6790\u53ef\u77e5\uff0c\u9605\u8bfb\u91cf\u6781\u5927\u7684\u90a3\u51e0\u7bc7\u6587\u7ae0\u7684\u201c\u5acc\u7591\u201d\u6700\u5927\uff0c\u73b0\u5728\u5728\u6e90\u6570\u636e\u4e2d\u201c\u63ea\u51fa\u201d\u5b83\u4eec\uff0c\u6e38\u8857\u793a\u4f17\uff0c\u7136\u540e\u518d\u201c\u9664\u6389\u201d\u3002<\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-8950\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u9605\u8bfb\u91cf\u6781\u5927\u7684\u90a3\u51e0\u7bc7\u6587\u7ae0.png\" alt=\"\" width=\"608\" height=\"405\" 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class=\"wp-caption-text\">\u805a\u7c7b\u56fe\u8c31<\/figcaption><\/figure>\n<p>\u4ece\u4e0a\u56fe\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0c\u867d\u7136\u56e0\u4e3a\u7ef4\u5ea6\u8fc7\u9ad8\uff0c\u4e0d\u540c\u7c7b\u522b\u7c07\u7fa4\u5b58\u5728\u91cd\u5408\u73b0\u8c61\uff0c\u4f46\u4e0d\u540c\u7684\u989c\u8272\u660e\u663e\u7684\u5c06\u6587\u7ae0\u7c7b\u522b\u8fdb\u884c\u4e86\u533a\u5206\uff0c\u6309\u7167\u201c\u9605\u8bfb\u91cf\u201d\u3001\u201c\u6536\u85cf\u91cf\u201d\u3001\u201c\u8bc4\u8bba\u91cf\u201d\u3001\u201c\u6807\u9898\u5b57\u6570\u201d\u8fd94\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u7684DBSCAN\u805a\u7c7b\u53ef\u4ee5\u5206\u4e3a5\u4e2a\u7c7b\u522b\u3002<\/p>\n<h3>\uff083\uff09\u9605\u8bfb\u91cf\u4e0e\u6b63\u6587\u5b57\u6570\u3001\u6807\u9898\u5b57\u6570\u4e4b\u95f4\u7684\u5173\u8054\u5206\u6790<\/h3>\n<p>\u63a5\u7740\uff0c\u7b14\u8005\u5206\u522b\u5bf9\u201c\u9605\u8bfb\u91cf\u201d\u4e0e\u201c\u6807\u9898\u5b57\u6570\u201d\u3001\u201c\u6b63\u6587\u5b57\u6570\u201d\u505a\u4e86\u6563\u70b9\u56fe\u5206\u6790\uff0c\u4ee5\u671f\u5224\u65ad\u5b83\u4eec\u4e4b\u95f4\u662f\u5426\u5b58\u5728\u76f8\u5173\u5173\u7cfb\u3002<\/p>\n<figure id=\"attachment_8952\" aria-describedby=\"caption-attachment-8952\" style=\"width: 593px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8952\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u9605\u8bfb\u91cf\u4e0e\u6b63\u6587\u5b57\u6570\u3001\u6807\u9898\u5b57\u6570\u4e4b\u95f4\u7684\u5173\u8054\u5206\u6790.png\" alt=\"\" width=\"593\" height=\"268\" \/><figcaption id=\"caption-attachment-8952\" class=\"wp-caption-text\">\u9605\u8bfb\u91cf\u4e0e\u6b63\u6587\u5b57\u6570\u3001\u6807\u9898\u5b57\u6570\u4e4b\u95f4\u7684\u5173\u8054\u5206\u6790<\/figcaption><\/figure>\n<p>\u4ece\u4e0a\u56fe\u6765\u770b\uff0c\u9605\u8bfb\u91cf\u548c\u6807\u9898\u5b57\u6570\u4e4b\u95f4\u5e76\u6ca1\u6709\u660e\u663e\u7684\u7ebf\u6027\u76f8\u5173\u6027\uff0c\u6807\u9898\u5b57\u6570\u53ca\u5176\u5bf9\u5e94\u6570\u91cf\u7684\u6563\u70b9\u5206\u5e03\uff0c\u8fd1\u4f3c\u5f62\u6210\u4e86\u4e00\u6761\u5de6\u504f\u6001\u7684\u6b63\u6001\u66f2\u7ebf\uff0c\u4ece\u56fe\u50cf\u4e0a\u5370\u8bc1\u4e86\u4e0a\u9762\u7684\u63cf\u8ff0\u6027\u5206\u6790\uff0c\u800c\u4e14\u66f4\u65b0\u4e86\u6211\u4eec\u7684\u8ba4\u77e5\uff1a\u572810~30\u8fd9\u4e2a\u201c\u6807\u9898\u5b57\u6570\u201d\u533a\u95f4\u7684\u6587\u7ae0\u6570\u91cf\u6700\u591a\uff0c\u800c\u6807\u9898\u5b57\u6570\u8fc7\u591a\u672a\u5fc5\u662f\u597d\u4e8b\u3002<\/p>\n<figure id=\"attachment_8953\" aria-describedby=\"caption-attachment-8953\" style=\"width: 597px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8953\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u9605\u8bfb\u91cf\u548c\u6b63\u6587\u5b57\u6570\u5728\u5927\u4f53\u4e0a\u5448\u8d1f\u76f8\u5173\u5173\u7cfb.png\" alt=\"\" width=\"597\" height=\"257\" \/><figcaption id=\"caption-attachment-8953\" class=\"wp-caption-text\">\u9605\u8bfb\u91cf\u548c\u6b63\u6587\u5b57\u6570\u5728\u5927\u4f53\u4e0a\u5448\u8d1f\u76f8\u5173\u5173\u7cfb<\/figcaption><\/figure>\n<p>\u4ece\u4e0a\u56fe\u53ef\u4ee5\u770b\u51fa\uff0c\u4ece1000\u5b57\u5f00\u59cb\uff0c\u9605\u8bfb\u91cf\u548c\u6b63\u6587\u5b57\u6570\u5728\u5927\u4f53\u4e0a\u5448\u8d1f\u76f8\u5173\u5173\u7cfb\uff0c\u5373\u6587\u7ae0\u5b57\u6570\u8d8a\u591a\uff0c\u9605\u8bfb\u91cf\u8d8a\u5c0f\u3002\u7531\u6b64\u770b\u6765\uff0c\u5927\u5bb6\u90fd\u6bd4\u8f83\u559c\u6b22\u77ed\u5e73\u5feb\u7684\u201c\u5feb\u9910\u5f0f\u201d\u9605\u8bfb\uff0c\u7bc7\u5e45\u592a\u957f\u7684\u6587\u7ae0\u770b\u8d77\u6765\u592a\u78e8\u4eba\u3002<\/p>\n<h2>6.1.3 \u70ed\u95e8\u6587\u7ae0\u7279\u5f81\u5206\u6790<\/h2>\n<p>\u4e00\u7bc7\u6587\u7ae0\u7684\u201c\u6536\u85cf\u91cf\u201d\u80fd\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u53cd\u6620\u8bfb\u8005\u5bf9\u8be5\u6587\u7ae0\u7684\u4ef7\u503c\u5ea6\u7684\u8ba4\u53ef\uff0c\u8f83\u9ad8\u7684\u6536\u85cf\u91cf\u80fd\u4ee3\u8868\u8be5\u6587\u7ae0\u7684\u8d28\u91cf\u5c5e\u4e8e\u4e0a\u4e58\u3002\u800c\u4ece\u4e00\u5b9a\u6570\u91cf\u7684\u9ad8\u6536\u85cf\u91cf\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u53c8\u80fd\u95f4\u63a5\u7684\u4ece\u4e2d\u53d1\u6398\u51fa\u8bfb\u8005\u7684\u9605\u8bfb\u504f\u597d\uff0c\u8fdb\u800c\u754c\u5b9a\u8bfb\u8005\u7fa4\u4f53\u7684\u67d0\u4e9b\u7279\u5f81\u3002<\/p>\n<p>\u5728\u8fd9\u90e8\u5206\uff0c\u7b14\u8005\u7b5b\u9009\u51fa\u6536\u85cf\u91cf\u5927\u4e8e1,000\u7684\u6587\u7ae0\uff0c\u5404\u680f\u76ee\u5408\u8ba1\u4e0b\u6765\uff0c\u4e0d\u591a\u4e0d\u5c11\uff0c\u521a\u597d60\u7bc7\u3002\u4ee5\u4e0b\u662f\u5b83\u4eec\u5728\u5404\u680f\u76ee\u4e0b\u7684\u6570\u91cf\u5206\u5e03\u60c5\u51b5\uff1a<\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-8954\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u70ed\u95e8\u6587\u7ae0\u7279\u5f81\u5206\u6790.png\" alt=\"\" width=\"594\" height=\"247\" \/><\/p>\n<p>\u4ece\u4e0a\u8868\u4e2d\uff0c\u7b14\u8005\u53d1\u73b0\u5982\u4e0b\u4fe1\u606f\uff1a<\/p>\n<ul>\n<li>\u201c\u4ea7\u54c1\u7ecf\u7406\u201d\u680f\u76ee\u4e0b\u6536\u85cf\u91cf\u8fc71,000\u7684\u6587\u7ae0\u6570\u91cf\u6700\u591a\uff0c\u5360\u5230\u534a\u6570\uff1b<\/li>\n<li>\u201c\u5206\u6790\u8bc4\u6d4b\u201d\u4e0b\u7684\u6587\u7ae0\u6570\u91cf\u4e0d\u591a\uff0c\u4f46\u8bfb\u8005\u4e92\u52a8\u6700\u591a\uff08\u5e73\u5747\u8bc4\u8bba\u91cf\u4e3a90\uff09\uff1b<\/li>\n<li>\u201c\u5206\u6790\u8bc4\u6d4b\u201d\u3001\u201c\u4ea4\u4e92\u4f53\u9a8c\u201d\u3001\u201c\u4e1a\u754c\u52a8\u6001\u201d\u3001\u201c\u539f\u578b\u8bbe\u8ba1\u201d\u5165\u56f4\u7684\u6587\u7ae0\u6570\u91cf\u4e0d\u591a\uff0c\u4f46\u5b83\u4eec\u7684\u5e73\u5747\u9605\u8bfb\u91cf\u8f83\u9ad8<\/li>\n<\/ul>\n<p>\u4ee5\u4e0a3\u70b9\u4ec5\u662f\u4ece\u6570\u503c\u578b\u6570\u636e\u4e0a\u83b7\u5f97\u7684\u8ba4\u77e5\uff0c\u4f46\u662f\u8fd9\u4e9b\u70ed\u95e8\u6587\u7ae0\u5230\u5e95\u6709\u54ea\u4e9b\u7279\u5f81\uff0c\u6211\u4eec\u4e0d\u5f97\u800c\u77e5\uff0c\u7531\u6b64\uff0c\u7b14\u8005\u7edf\u8ba1\u4e86\u8fd9\u4e9b\u70ed\u95e8\u6587\u7ae0\u7684\u6807\u9898\u4e2d\u7684\u9ad8\u9891\u8bcd\uff0c\u5e76\u5c06\u5176\u5236\u6210\u5173\u952e\u8bcd\u4e91\uff1a<\/p>\n<figure id=\"attachment_8955\" aria-describedby=\"caption-attachment-8955\" style=\"width: 605px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8955\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u9ad8\u9891\u8bcd.png\" alt=\"\" width=\"605\" height=\"507\" \/><figcaption id=\"caption-attachment-8955\" class=\"wp-caption-text\">\u9ad8\u9891\u8bcd<\/figcaption><\/figure>\n<p>\u4ece\u4e0a\u9762\u7684\u9ad8\u9891\u8bcd\uff0c\u201cAxure\u201d\u3001\u201c\u5e72\u8d27\u201d\u3001\u201c\u5de5\u5177\u201d\u3001\u201c\u65b0\u4eba\u201d\u3001\u201c7\u5929\u201d\u3001\u201c\u901f\u6210\u201d\u7b49\u9ad8\u9891\u8bcd\u53ef\u4ee5\u95f4\u63a5\u7684\u63a8\u6d4b\u51fa\uff0c\u8fd9\u4e9b\u6587\u7ae0\u7684\u4e3b\u8981\u9762\u5411\u521d\u5b66\u8005\uff08\u6309\u7167\u5fc3\u7406\u5b66\u4e0a\u7684\u201c\u6295\u5c04\u539f\u7406\u201d\uff0c\u8bfb\u8005\u5176\u5b9e\u4e5f\u5927\u90fd\u662f\u521d\u5b66\u8005\uff09\uff0c\u4ee5\u5e72\u8d27\u7c7b\u3001\u5de5\u5177\u7c7b\u548c\u65b9\u6cd5\u8bba\u4e3a\u4e3b\u9898\uff0c\u5e76\u900f\u9732\u51fa\u6d53\u539a\u7684\u201c\u6210\u529f\u5b66\u6c14\u606f\u201d\uff08\u5982\u201c\u901f\u6210\u201d\u3001\u201c7\u5929\u201d\u3001\u201c\u5fc5\u5b66\u201d\u7b49\u8bcd\uff09\uff0c\u5177\u6709\u8fd9\u7c7b\u6807\u9898\u7279\u5f81\u7684\u6587\u7ae0\uff0c\u582a\u79f0\u201c\u773c\u7403\u6536\u5272\u673a\u201d\uff0c\u521d\u5b66\u8005\u5408\u5e76\u5c0f\u767d\u559c\u95fb\u4e50\u89c1\uff0c\u6700\u662f\u559c\u6b22\u3002<\/p>\n<h2>6.1.4 \u6587\u672c\u4e2d\u4e00\u7ebf~\u4e94\u7ebf\u57ce\u5e02\u63d0\u53ca\u6b21\u6570\u7684\u5730\u7406\u5206\u5e03<\/h2>\n<p>\u5728\u8be5\u90e8\u5206\uff0c\u7b14\u8005\u5148\u5217\u51fa\u4e86\u4e00\u4e2a\u56fd\u5185\u4e00\u3001\u4e8c\u3001\u4e09\u3001\u56db\u3001\u4e94\u7ebf\u57ce\u5e02\u7684\u57ce\u5e02\u540d\u5f55\uff0c\u7136\u540e\u5728\u7ecf\u8fc7\u5206\u8bcd\u5904\u7406\u7684333,94\u7bc7\u6587\u672c\u6570\u636e\u4e2d\u7edf\u8ba1\u8fd9\u4e9b\u57ce\u5e02\u7684\u63d0\u53ca\u6b21\u6570\uff08\u4e0d\u5305\u542b\u7b80\u79f0\u548c\u522b\u79f0\uff09\u3002<\/p>\n<p>\u6700\u540e\u5236\u6210\u4e00\u5f20\u53cd\u6620\u57ce\u5e02\u63d0\u53ca\u6b21\u6570\u7684\u5730\u7406\u5206\u5e03\u5730\u56fe\uff0c\u8fdb\u800c\u95f4\u63a5\u7684\u4e86\u89e3\u5404\u4e2a\u57ce\u5e02\u4e92\u8054\u7f51\u7684\u53d1\u5c55\u72b6\u51b5\uff08\u4e00\u822c\u57ce\u5e02\u7684\u63d0\u53ca\u8ddf\u4e92\u8054\u7f51\u4ea7\u4e1a\u3001\u4ea7\u54c1\u548c\u804c\u4f4d\u4fe1\u606f\u6302\u94a9\uff0c\u80fd\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u53cd\u6620\u8be5\u57ce\u5e02\u4e92\u8054\u7f51\u884c\u4e1a\u7684\u53d1\u5c55\u6001\u52bf\uff09\u3002<\/p>\n<p>\u7ecf\u5904\u7406\uff0c\u5236\u6210\u7684\u6570\u636e\u5730\u56fe\u5982\u4e0b\uff1a<\/p>\n<figure id=\"attachment_8956\" aria-describedby=\"caption-attachment-8956\" style=\"width: 596px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8956\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u6570\u636e\u5730\u56fe.png\" alt=\"\" width=\"596\" height=\"368\" \/><figcaption id=\"caption-attachment-8956\" class=\"wp-caption-text\">\u6570\u636e\u5730\u56fe<\/figcaption><\/figure>\n<p>\u4e0a\u56fe\u53cd\u6620\u7684\u7ed3\u679c\u6bd4\u8f83\u7b26\u5408\u5e38\u8bc6\uff0c\u5317\u4e0a\u6df1\u5e7f\u676d\u8fd9\u4e9b\u4e00\u7ebf\u57ce\u5e02\/\u4e92\u8054\u7f51\u91cd\u9547\u7684\u63d0\u53ca\u6b21\u6570\u6700\u591a\u3002\u5176\u6b21\u662f\u6210\u90fd\u3001\u5929\u6d25\u3001\u91cd\u5e86\u3001\u82cf\u5dde\u548c\u9752\u5c9b\u8fd9\u4e9b\u4e8c\u7ebf\u57ce\u5e02\uff0c\u518d\u6b21\u662f\u54c8\u5c14\u6ee8\u3001\u5927\u8fde\u3002<\/p>\n<p>\u603b\u7ed3\u8d77\u6765\u7684\u4e00\u53e5\u5e9f\u8bdd\u5c31\u662f\u2014\u2014\u4e92\u8054\u7f51\u53d1\u8fbe\u7684\u57ce\u5e02\u4e3b\u8981\u96c6\u4e2d\u5728\u4e1c\u5357\u6cbf\u6d77\u3002<\/p>\n<p>\u4e0a\u9762\u7684\u6570\u636e\u5206\u6790\u5927\u591a\u6570\u662f\u57fa\u4e8e\u6570\u503c\u578b\u6570\u636e\u7684\u63cf\u8ff0\u6027\u5206\u6790\uff0c\u63a5\u4e0b\u6765\uff0c\u7b14\u8005\u5c06\u5229\u7528\u5176\u4e2d\u7684\u6587\u672c\u6570\u636e\u505a\u6df1\u5165\u7684\u6587\u672c\u6316\u6398\u3002<\/p>\n<h1>6.2 \u9488\u5bf9\u201c\u4ea7\u54c1\u8fd0\u8425&amp;\u6570\u636e\u5206\u6790\u201d\u680f\u76ee\u7684\u4e13\u9879\u6587\u672c\u6316\u6398<\/h1>\n<p>\u56e0\u4e3a\u7b14\u8005\u5173\u6ce8\u7684\u9886\u57df\u4e3b\u8981\u662f\u6570\u636e\u5206\u6790\u548c<a href=\"https:\/\/www.growthhk.cn\/product\">\u4ea7\u54c1\u8fd0\u8425<\/a>\uff0c\u5e73\u65f6\u5199\u7684\u6587\u7ae0\u4e5f\u5927\u90fd\u96c6\u4e2d\u5728\u8fd9\u4e24\u5757\uff0c\u6240\u4ee5\u7b14\u8005\u628a\u8fd9\u4e24\u4e2a\u677f\u5757\u7684\u6570\u636e\u5355\u72ec\u62ce\u51fa\u6765\uff0c\u4ece\u6587\u672c\u6316\u6398\u89d2\u5ea6\uff0c\u505a\u4e00\u7cfb\u5217\u7531\u6d45\u5165\u6df1\u7684\u6570\u636e\u5206\u6790\u3002<\/p>\n<h2>6.2.1 \u9ad8\u9891\u8bcd\u6c47TOP200<\/h2>\n<p>\u9996\u5148\u662f\u6587\u672c\u6316\u6398\u4e2d\u6700\u5e38\u89c4\u7684\u9ad8\u9891\u8bcd\u5206\u6790\uff0c\u7b14\u8005\u4ece\u4e2d\u83b7\u53d6\u4e86TOP200\u8bcd\u6c47\u3002<\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-8957\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u9ad8\u9891\u8bcd\u6c47TOP200.png\" alt=\"\" width=\"600\" height=\"260\" \/><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u5927\u90e8\u5206\u662f\u8ddf\u201c\u8fd0\u8425\u201d\u606f\u606f\u76f8\u5173\u7684\u8bcd\u6c47\uff0c\u6bd4\u5982\u201c\u7528\u6237\u201d\u3001\u201c\u8fd0\u8425\u201d\u3001\u201c\u5185\u5bb9\u201d\u3001\u201cAPP\u201d\u3001\u201c\u8425\u9500\u201d\u3001\u201c\u5fae\u4fe1\u201d\u7b49\u8bcd\u6c47\u3002<\/p>\n<p>\u5355\u72ec\u770b\u5176\u4e2d\u7684\u9ad8\u9891\u8bcdTOP30\uff0c\u53ef\u4ee5\u53d1\u73b0\uff0c\u8fd9\u4e9b\u8bcd\u5927\u90e8\u5206\u8ddf\u65b0\u5a92\u4f53\u8fd0\u8425\uff08\u201c\u5185\u5bb9\u201d\u3001\u201c\u5fae\u4fe1\u201d\u3001\u201c\u5fae\u535a\u201d\u3001\u201c\u6587\u7ae0\u201d\u7b49\uff09\u3001\u7528\u6237\uff08\u201c\u7528\u6237\u201d\u3001\u201c\u7c89\u4e1d\u201d\u3001\u201c\u9700\u6c42\u201d\u3001\u201c\u793e\u7fa4\u201d\u3001\u201c\u5ba2\u6237\u201d\u3001\u201c\u6d88\u8d39\u8005\u201d\u7b49\uff09\u6709\u5173\u7cfb\u3002<\/p>\n<figure id=\"attachment_8958\" aria-describedby=\"caption-attachment-8958\" style=\"width: 578px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8958\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u9ad8\u9891\u8bcdTOP30.png\" alt=\"\" width=\"578\" height=\"452\" \/><figcaption id=\"caption-attachment-8958\" class=\"wp-caption-text\">\u9ad8\u9891\u8bcdTOP30<\/figcaption><\/figure>\n<p>\u5c06\u8fd9TOP200\u9ad8\u9891\u8bcd\u5236\u6210\u5173\u952e\u8bcd\u4e91\uff0c\u76f4\u89c2\u7684\u770b\u5230\u5176\u4e2d\u91cd\u8981\u7684\u4fe1\u606f\u3002<\/p>\n<figure id=\"attachment_8959\" aria-describedby=\"caption-attachment-8959\" style=\"width: 620px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8959\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u5173\u952e\u8bcd\u4e91.png\" alt=\"\" width=\"620\" height=\"349\" \/><figcaption id=\"caption-attachment-8959\" class=\"wp-caption-text\">\u5173\u952e\u8bcd\u4e91<\/figcaption><\/figure>\n<h2>6.2.2 Bicluster\u6587\u672c\u805a\u7c7b\u5206\u6790<\/h2>\n<p>\u521a\u624d\u7b14\u8005\u63d0\u5230\u4e86\u57fa\u4e8e\u5173\u952e\u8bcd\u5f52\u7eb3\u4e3b\u9898\u7684\u505a\u6cd5\uff0c\u5728\u4e0a\u9762\u7684\u9ad8\u9891\u8bcd\u4e2d\uff0c\u8fd9\u79cd\u4e3b\u9898\u7279\u5f81\u4e0d\u751a\u660e\u663e\uff0c\u56e0\u800c\u7b14\u8005\u91c7\u7528\u66f4\u5f3a\u6709\u529b\u7684Bicluster\u6587\u672c\u805a\u7c7b\u5206\u6790\uff0c\u4ece\u201c\u6570\u636e\u5206\u6790&amp;\u4ea7\u54c1\u8fd0\u8425\u201d\u7684\u6570\u5343\u7bc7\u6587\u7ae0\u4e2d\u201c\u6790\u51fa\u201d\u82e5\u5e72\u201c\u5b50\u4e3b\u9898\u201d\uff0c\u5e76\u8fdb\u884c\u201c\u53d1\u5e03\u5e74\u4efd\u201d&amp;\u201c\u4e3b\u9898\u6784\u6210\u201d\u4e4b\u95f4\u7684\u5173\u8054\u5206\u6790\u3002<\/p>\n<p>\u57fa\u4e8e\u8c31\u8054\u5408\u805a\u7c7b\u7b97\u6cd5\uff08Spe<span class=\"wpcom_keyword_link\"><a href=\"https:\/\/www.growthhk.cn\/tag\/ctr\" target=\"_blank\" title=\"ctr\">ctr<\/a><\/span>al Co-clusteringalgorithm\uff09\u7684\u6587\u6863\u805a\u7c7b\uff0c\u8fd9\u90e8\u5206\u7684\u539f\u7406\u6d89\u53ca\u5230\u8270\u6df1\u7684\u6570\u5b66\u548c\u7b97\u6cd5\u77e5\u8bc6\uff0c\u53ef\u80fd\u4f1a\u5f15\u8d77\u5c0f\u4f19\u4f34\u4eec\u7684\u9605\u8bfb\u4e0d\u9002\u611f\uff0c\u5982\u679c\u662f\u8fd9\u6837\uff0c\u8bf7\u5feb\u901f\u8df3\u8fc7\uff0c\u76f4\u63a5\u770b\u540e\u9762\u7684\u64cd\u4f5c\u548c\u7ed3\u679c\u3002<\/p>\n<p>\u5148\u5c06\u5f85\u5206\u6790\u7684\u6587\u672c\u7ecfTF-IDF\u5411\u91cf\u5316\u6784\u6210\u4e86\u8bcd\u9891\u77e9\u9635\uff0c\u7136\u540e\u4f7f\u7528Dhillon\u7684\u8c31\u8054\u5408\u805a\u7c7b\u7b97\u6cd5\uff08Spectral Co-clusteringalgorithm\uff09\u8fdb\u884c\u53cc\u805a\u7c7b\uff08Biclusters\uff09\u3002<\/p>\n<p>\u6240\u5f97\u5230\u7684\u201c\u6587\u6863-\u8bcd\u6c47\u201d\u53cc\u805a\u7c7b\uff08Biclusters\uff09\u4f1a\u628a\u67d0\u4e9b\u6587\u6863\u5b50\u96c6\u4e2d\u7684\u5e38\u7528\u8bcd\u6c47\u805a\u96c6\u5728\u4e00\u8d77\uff0c\u7531\u82e5\u5e72\u4e2a\u5173\u952e\u8bcd\u6784\u6210\u67d0\u4e2a\u4e3b\u9898\u3002<\/p>\n<p>\u6b63\u5f0f\u5206\u6790\u4e4b\u524d\uff0c\u5148\u5bf9\u4fdd\u5b58\u5728Excel\u4e2d\u7684\u6587\u672c\u6570\u636e\u505a\u4e00\u5b9a\u7684\u9884\u5904\u7406\uff0c\u4f7f\u7528\u201c\u4e7e\u5764\u5927\u632a\u79fb\u201d\uff0c\u5c06Excel\u4e2d\u7684\u6587\u672c\u6570\u636e\u6309\u5e74\u4efd\u4e00\u6761\u6761\u7684\u5f52\u5230\u4e0d\u540c\u7684\u6587\u4ef6\u5939\u4e0b\u9762\uff0c\u5177\u4f53\u6b65\u9aa4\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<figure id=\"attachment_8960\" aria-describedby=\"caption-attachment-8960\" style=\"width: 598px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8960\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u6587\u672c\u6570\u636e\u6309\u5e74\u4efd.png\" alt=\"\" width=\"598\" height=\"292\" \/><figcaption id=\"caption-attachment-8960\" class=\"wp-caption-text\">\u6587\u672c\u6570\u636e\u6309\u5e74\u4efd<\/figcaption><\/figure>\n<p>\u505a\u597d\u9884\u5904\u7406\u540e\uff0c\u8fdb\u884c\u6b63\u5f0f\u7684Bicluster\u6587\u672c\u805a\u7c7b\uff0c\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n<figure id=\"attachment_8961\" aria-describedby=\"caption-attachment-8961\" style=\"width: 595px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8961\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/Bicluster\u6587\u672c\u805a\u7c7b.png\" alt=\"\" width=\"595\" height=\"488\" \/><figcaption id=\"caption-attachment-8961\" class=\"wp-caption-text\">Bicluster\u6587\u672c\u805a\u7c7b<\/figcaption><\/figure>\n<p>\u4e0a\u9762\u7684\u5206\u6790\u7ed3\u679c\u4e2d\uff0cBicluster1\u7684\u8bdd\u9898\u533a\u5206\u5ea6\u4e0d\u660e\u663e\uff0c\u4e14\u4ec5\u5305\u542b2\u4e2a\u6587\u6863\u548c16\u4e2a\u5173\u952e\u8bcd\uff0c\u6240\u4ee5\u6392\u9664\u6389\u8fd9\u4e2a\u4e3b\u9898\uff0c\u4ec5\u7559\u4e0b\u5176\u4ed65\u4e2a\u4e3b\u9898\uff0c\u6392\u9664\u566a\u58f0\uff0c\u4ece\u8fd9\u4e9b\u5b50\u8bdd\u9898\u4e2d\u7684\u4e3b\u8981\u5173\u952e\u8bcd\u6765\u5f52\u7eb3\u5176\u8981\u65e8\u3002<\/p>\n<p>\u4e3a\u4e86\u770b\u5f97\u66f4\u6e05\u695a\uff0c\u7b14\u8005\u5c06\u8fd9\u4e9b\u6570\u636e\u6574\u7406\u6210\u4e8c\u7ef4\u8868\u683c\u7684\u5f62\u5f0f\uff1a<\/p>\n<figure id=\"attachment_8962\" aria-describedby=\"caption-attachment-8962\" style=\"width: 602px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8962\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u4e8c\u7ef4\u8868\u683c.png\" alt=\"\" width=\"602\" height=\"236\" \/><figcaption id=\"caption-attachment-8962\" class=\"wp-caption-text\">\u4e8c\u7ef4\u8868\u683c<\/figcaption><\/figure>\n<p>\u4ece\u4e0a\u8868\u53ef\u4ee5\u770b\u51fa\uff0c\u201c\u6570\u636e\u5206\u6790&amp;\u4ea7\u54c1\u8fd0\u8425\u201d\u4e0b\u7684\u5b50\u8bdd\u9898\u4e2d\uff0c\u6d89\u53ca\u201c\u65b0\u5a92\u4f53\u8fd0\u8425\u201d\u7684\u5185\u5bb9\u6700\u591a\uff0c\u5360\u5230\u6587\u6863\u603b\u91cf\u768435.62%\uff0c\u5176\u6b21\u662f\u201cAPP\u8fd0\u8425\u201d\u548c\u201c\u667a\u80fd\u786c\u4ef6\u201d\u65b9\u9762\u7684\u8bdd\u9898\uff0c\u5206\u522b\u5360\u5230\u6587\u6863\u603b\u91cf\u768423.72%\u548c19.6%\u3002\u800c\u201c\u6570\u636e\u5206\u6790\u201d\u8bdd\u9898\u4e0b\u7684\u6587\u6863\u6570\u6700\u5c11\u3002<\/p>\n<p>\u5c06\u5b50\u8bdd\u9898\u548c\u5e74\u4efd\u8fdb\u884c\u4ea4\u53c9\u5206\u6790\uff0c\u53ef\u4ee5\u4ece\u4e2d\u4e86\u89e3\u5230\u5404\u4e2a\u5b50\u8bdd\u9898\u5728\u5404\u5e74\u4efd\u7684\u4fe1\u606f\u5206\u5e03\u91cf\uff0c\u4ece\u67d0\u79cd\u610f\u4e49\u4e0a\u8bb2\uff0c\u4e5f\u5c31\u662f\u8bdd\u9898\u70ed\u5ea6\u3002<\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-8963\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u667a\u80fd\u786c\u4ef6.png\" alt=\"\" width=\"607\" height=\"151\" \/><\/p>\n<p>\u4ece\u4e0a\u8868\u53ef\u4ee5\u770b\u5230\uff0c\u201c\u667a\u80fd\u786c\u4ef6\u201d\u7684\u5b50\u8bdd\u9898\u57282012\u548c2013\u5e74\u7684\u70ed\u5ea6\u6700\u9ad8\uff0c\u800c\u201cAPP\u8fd0\u8425\u201d\u548c\u201c\u6570\u636e\u5206\u6790\u201d\u57282016\u548c2017\u5e74\u5f00\u59cb\u706b\u4e86\u8d77\u6765\uff0c\u800c\u201c\u65b0\u5a92\u4f53\u8fd0\u8425\u201d\u5728\u8fd13\u5e74\u4e5f\u662f\u98ce\u5149\u65e0\u9650\u3002<\/p>\n<p>\u800c\u5355\u72ec\u4ece2016\u5e74\u6765\u770b\uff0c\u9664\u4e86\u201c\u667a\u80fd\u786c\u4ef6\u201d\u65b9\u9762\u7684\u8bdd\u9898\u4e0d\u706b\u5916\uff0c\u5176\u4ed6\u4e09\u4e2a\u8bdd\u9898\u5747\u6709\u8f83\u9ad8\u7684\u70ed\u5ea6\uff0c\u8fbe\u5230\u4e86\u8fd15\u5e74\u6765\u70ed\u5ea6\u5cf0\u503c\uff0c\u770b\u67652016\u5e74\u662f\u4e2a\u7279\u6b8a\u7684\u5e74\u4efd\u3002<\/p>\n<p>\u603b\u4f53\u4e0a\uff0c\u9664\u4e86\u201c\u667a\u80fd\u786c\u4ef6\u201d\u8fd9\u4e2a\u5b50\u8bdd\u9898\u5916\uff0c\u5176\u4ed63\u4e2a\u5b50\u8bdd\u9898\u70ed\u5ea6\u90fd\u5448\u73b0\u51fa\u4e0d\u65ad\u4e0a\u5347\u7684\u8d8b\u52bf\uff0c\u5f53\u7136\uff0c\u7b14\u8005\u5047\u8bbe2017\u5e74\u76844\u4e2a\u6708\u8fc7\u5b8c\u7684\u65f6\u5019\u8fd8\u662f\u5982\u6b64\u3002<\/p>\n<h2>6.2.3 \u57fa\u4e8e\u201c\u6570\u636e\u5206\u6790&amp;\u4ea7\u54c1\u8fd0\u8425\u201d\u8bed\u5883\u4e0b\u7684\u5173\u8054\u8bcd\u5206\u6790<\/h2>\n<p>\u63a5\u4e0b\u6765\u8fdb\u884c\u7684\u662f\u57fa\u4e8eWord Embedding\u7684Word2vec\u8bcd\u5411\u91cf\u5206\u6790\uff0c\u5c06\u6b63\u6587\u5206\u8bcd\u6587\u672c\u76f4\u63a5\u8fdb\u884c\u8bcd\u5411\u91cf\u6a21\u578b\u8bad\u7ec3\uff0c\u7136\u540e\u7528\u6765\u8fdb\u884c\u5173\u8054\u8bcd\u5206\u6790\u3002<\/p>\n<p>Word2vec\u662fWord Embedding(\u8bcd\u5d4c\u5165)\u4e2d\u7684\u4e00\u79cd\uff0c\u662f\u5c06\u6587\u672c\u8fdb\u884c\u8bcd\u5411\u91cf\u5904\u7406\uff0c\u5c06\u8fd9\u4e9b\u8bcd\u6c47\u6620\u5c04\u5230\u5411\u91cf\u7a7a\u95f4\uff0c\u53d8\u6210\u4e00\u4e2a\u4e2a\u8bcd\u5411\u91cf\uff08WordVector\uff09\uff0c\u4ee5\u4f7f\u8fd9\u4e9b\u8bcd\u6c47\u5728\u4fbf\u4e8e\u88ab\u8ba1\u7b97\u673a\u8bc6\u522b\u548c\u5206\u6790\u7684\u540c\u65f6\uff0c\u8fd8\u5177\u6709\u8bed\u4e49\u4e0a\u7684\u5173\u8054\u6027\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u57fa\u4e8e\u8bcd\u6c47\u4e4b\u95f4\u7684\u5171\u73b0\u5173\u7cfb\u3002<\/p>\n<p>\u7531\u6b64\uff0c\u901a\u8fc7Word2vec\uff0c\u6211\u4eec\u53ef\u4ee5\u67e5\u627e\u5230\u5728\u201c\u6570\u636e\u5206\u6790&amp;\u4ea7\u54c1\u8fd0\u8425\u201d\u8bed\u5883\u4e0b\u7684\u5404\u4e2a\u8bcd\u6c47\u7684\u5173\u8054\u8bcd\u3002<\/p>\n<p>\u5148\u770b\u770b\u7b14\u8005\u6700\u5173\u5fc3\u7684\u201c\u6570\u636e\u5206\u6790\u201d\uff0c\u5728\u201c\u6570\u636e\u5206\u6790&amp;\u4ea7\u54c1\u8fd0\u8425\u201d\u8bed\u5883\u4e0b\u6709\u54ea\u4e9b\u8bcd\u4e0e\u4e4b\u5173\u8054\u5ea6\u6700\u9ad8\uff0c\u8fd9\u91cc\u91c7\u7528\u7684method\u662f\u2019predict_output_word\u2019\uff0c\u4e5f\u5c31\u662f\u628a\u201c\u6570\u636e\u5206\u6790\u201d\u5355\u4e2a\u8bcd\u5f53\u505a\u8bed\u5883\uff0c\u9884\u6d4b\u5728\u201c\u6570\u636e\u5206\u6790\u201d\u8bed\u5883\u4e0b\u7684\u5173\u8054\u8bcd\u3002\uff08Report the probability distribution of the center word given the context words as input to the trainedmodel.\uff09<\/p>\n<figure id=\"attachment_8964\" aria-describedby=\"caption-attachment-8964\" style=\"width: 352px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8964\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u9884\u6d4b\u5728\u201c\u6570\u636e\u5206\u6790\u201d\u8bed\u5883\u4e0b\u7684\u5173\u8054\u8bcd.png\" alt=\"\" width=\"352\" height=\"537\" \/><figcaption id=\"caption-attachment-8964\" class=\"wp-caption-text\">\u9884\u6d4b\u5728\u201c\u6570\u636e\u5206\u6790\u201d\u8bed\u5883\u4e0b\u7684\u5173\u8054\u8bcd<\/figcaption><\/figure>\n<p>\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u201c\u6570\u636e\u5206\u6790\u201d\u4e0e\u81ea\u8eab\u7684\u5173\u8054\u5ea6\u4e0d\u662f1\u4e86\uff0c\u56e0\u4e3a\u5b83\u53ef\u80fd\u5728\u4e00\u6bb5\u8bdd\u91cc\u51fa\u73b0\u4e24\u6b21\u3002<\/p>\n<p>\u540e\u9762\u5173\u8054\u5ea6\u8f83\u9ad8\u7684\u8bcd\u6c47\u4f9d\u6b21\u662f\u201c\u7edf\u8ba1\u5206\u6790\u201d\u3001\u201c\u6570\u636e\u6316\u6398\u201d\u3001\u201cBI\u201d\u3001\u201cExcel\u201d\u7b49\uff0c\u4ece\u5176\u4e2d\u7684\u51e0\u4e2a\u6570\u636e\u5de5\u5177\uff08Growing IO\u3001\u795e\u7b56\u548c\u53cb\u76df\u7b49\uff09\u6765\u770b\uff0c\u5382\u5bb6\u7684\u54c1\u5ba3\u8f6f\u6587\u505a\u7684\u8fd8\u662f\u86ee\u597d\u7684\u3002<\/p>\n<p>\u518d\u6765\u770b\u770b\u201c\u6570\u636e\u6316\u6398\u201d+\u201c\u8fd0\u8425\u201d\u4e0b\u7684\u5173\u8054\u8bcd\u6709\u54ea\u4e9b\uff0c\u8fd9\u6b21\u91c7\u7528\u7684method\u662f\u2019most_similar\u2019\uff0c\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n<figure id=\"attachment_8965\" aria-describedby=\"caption-attachment-8965\" style=\"width: 355px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8965\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u6570\u636e\u6316\u6398\u201d\u201c\u8fd0\u8425\u201d.png\" alt=\"\" width=\"355\" height=\"414\" \/><figcaption id=\"caption-attachment-8965\" class=\"wp-caption-text\">\u6570\u636e\u6316\u6398\u201d+\u201c\u8fd0\u8425\u201d<\/figcaption><\/figure>\n<p>\u7ed3\u679c\u663e\u793a\uff0c\u8fd92\u4e2a\u8bcd\u7684\u7ec4\u5408\u5f97\u5230\u7684\u5173\u8054\u8bcd\uff0c\u9664\u4e86\u201c\u6570\u636e\u5206\u6790\u201d\u5916\uff0c\u8fd8\u6709\u201c\u7cbe\u7ec6\u5316\u201d\u3001\u201cBI\u201d\u3001\u201c\u7edf\u8ba1\u5206\u6790\u201d\u3001\u201c\uff08\u7528\u6237\uff09\u753b\u50cf\u201d\u3001\u201c\u6570\u636e\u6a21\u578b\u201d\u3001\u201c\u6307\u6807\u4f53\u7cfb\u201d\u3001\u201c\u4ea7\u54c1\u7b56\u5212\u201d\u7b49\u5173\u952e\u8bcd\uff0c\u5b83\u4eec\u662f\u6570\u636e\u8fd0\u8425\u4e2d\u6d89\u53ca\u8f83\u591a\u7684\u6982\u5ff5\u3002<\/p>\n<p>\u4e0b\u9762\u662f\u201cpm\u201d\u548c\u201c\u8fd0\u8425\u201d\u7684\u5171\u540c\u5173\u8054\u8bcd\uff0c\u5b83\u4eec\u80fd\u8f83\u597d\u7684\u8bf4\u660e\u8fd0\u8425\u548c\u4ea7\u54c1\u4e4b\u95f4\u7684\u5b58\u5728\u7684\u67d0\u4e9b\u201c\u516c\u5171\u5173\u7cfb\u201d\u3002<\/p>\n<figure id=\"attachment_8966\" aria-describedby=\"caption-attachment-8966\" style=\"width: 312px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8966\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u201cpm\u201d\u548c\u201c\u8fd0\u8425\u201d\u7684\u5171\u540c\u5173\u8054\u8bcd.png\" alt=\"\" width=\"312\" height=\"563\" \/><figcaption id=\"caption-attachment-8966\" class=\"wp-caption-text\">\u201cpm\u201d\u548c\u201c\u8fd0\u8425\u201d\u7684\u5171\u540c\u5173\u8054\u8bcd<\/figcaption><\/figure>\n<p>\u672c\u6765\uff0c\u8fd9\u4e24\u4e2a\u804c\u4f4d\u7531\u4e8e\u8ddf\u8fdb\u6d41\u7a0b\u591a\uff0c\u6d89\u53ca\u9762\u5e7f\uff0c\u9700\u8981\u5e72\u5404\u79cd\u201c\u6742\u6d3b\u201d\uff0c\u56e0\u800c\u5f88\u591a\u4ea7\u54c1\u6216\u8fd0\u8425\u62b1\u6028\u81ea\u5df1\u5c31\u662f \u201c\u6253\u6742\u201d\u7684\u3002<\/p>\n<p>\u8fd1\u4e00\u6bb5\u65f6\u95f4\uff0c\u4e92\u8054\u7f51\u754c\u67d0\u4e9b\u4e13\u5bb6\u9002\u65f6\u9020\u51fa\u201c\u5168\u6808\u4ea7\u54c1\u201d\u548c\u201c\u5168\u6808\u8fd0\u8425\u201d\u8fd9\u4e24\u4e2a\u65b0\u6982\u5ff5\uff0c\u8ba4\u4e3a\u5fc5\u987b\u5728\u8fd9\u4e24\u4e2a\u5c97\u4f4d\u4e0a\u638c\u63e1\u66f4\u591a\u7684\u201c\u659c\u6760\u201d\u6280\u80fd\uff0c\u719f\u8c19\u76f8\u5173\u9886\u57df\u7684\u5404\u4e2a\u201c\u5de5\u79cd\u201d\uff0c\u6700\u597d\u7cbe\u901a\u5404\u4e2a\u6d41\u7a0b\u3002<\/p>\n<p>\u8981\u505a\u597d\u8fd9\u4e24\u4e2a\u201c\u975e\u6280\u672f\u201d\u7684\u5c97\u4f4d\uff0c\u5f88\u591a\u65b9\u9762\u4e0d\u4ec5\u8981\u201c\u7565\u61c2\u201d\uff0c\u8fd8\u8981\u626e\u6f14\u201c\u591a\u9762\u624b\u201d\u7684\u89d2\u8272\uff0c\u6bd4\u5982\u201c\u6280\u672f\u5f00\u53d1\u201d\u3001\u201c\u4ea7\u54c1\u7b56\u5212\u201d\u7b49\uff0c\u5982\u6b64\u624d\u80fd\u5728\u5b9e\u9645\u5de5\u4f5c\u4e2d\u201c\u72ec\u5f53\u4e00\u9762\u201d\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u7b14\u8005\u4ece\u4e2d\u6311\u9009\u51fa\u51fa90\u4e2a\u8ddf\u201c\u6570\u636e\u5206\u6790\u201d\u5177\u6709\u8f83\u9ad8\u5173\u8054\u5ea6\u7684\u8bcd\u6c47\uff0c\u770b\u54ea\u4e9b\u8bcd\u6c47\u5728\u8be5\u8bed\u5883\u4e0b\u4e2d\u63d0\u53ca\u6b21\u6570\u6700\u591a\uff0c\u4ee5\u53ca\u8fd9\u4e9b\u8bcd\u4e4b\u95f4\u7684\u5171\u73b0\u5173\u7cfb\uff08Co-occurrence Relation\uff09\uff0c\u901a\u8fc7\u8bcd\u6c47\u94fe\u63a5\u5173\u7cfb\u7684\u591a\u5be1\uff0c\u627e\u5230\u91cd\u8981\u6027\u7a0b\u5ea6\u6700\u9ad8\u7684\u8bcd\u6c47\u3002<\/p>\n<figure id=\"attachment_8967\" aria-describedby=\"caption-attachment-8967\" style=\"width: 583px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8967\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/90\u4e2a\u8ddf\u201c\u6570\u636e\u5206\u6790\u201d\u5177\u6709\u8f83\u9ad8\u5173\u8054\u5ea6\u7684\u8bcd\u6c47.png\" alt=\"\" width=\"583\" height=\"415\" \/><figcaption id=\"caption-attachment-8967\" class=\"wp-caption-text\">90\u4e2a\u8ddf\u201c\u6570\u636e\u5206\u6790\u201d\u5177\u6709\u8f83\u9ad8\u5173\u8054\u5ea6\u7684\u8bcd\u6c47<\/figcaption><\/figure>\n<p>\u4ece\u5b57\u4f53\u5927\u5c0f\u6765\u770b\uff0c \u201c\u6570\u636e\u201d\u3001\u201c\u6570\u636e\u5206\u6790\u201d\u3001\u201c\u8fd0\u8425\u201d\u3001\u201c\u6570\u636e\u6316\u6398\u201d\u201c\u6570\u636e\u5e93\u201d\u3001\u201c\u9884\u6d4b\u201d\u7b49\u8bcd\u94fe\u63a5\u7684\u8bcd\u6c47\u6700\u591a\uff0c\u5b83\u4eec\u7684\u91cd\u8981\u6027\u7a0b\u5ea6\u5728\u8fd990\u4e2a\u8bcd\u6c47\u4e2d\u7684\u91cd\u8981\u6027\u7a0b\u5ea6\u6700\u9ad8\u3002<\/p>\n<p>\u4ece\u989c\u8272\u4e0a\u6765\u770b\uff0c\u8fd990\u4e2a\u8bcd\u6839\u636e\u201c\u5173\u7cfb\u4eb2\u758f\uff08\u5171\u73b0\u5173\u7cfb\uff09\u201d\u805a\u96c6\u4e3a5\u4e2a\u793e\u7fa4\uff08Community\uff09\uff0c\u6700\u4e3a\u7a81\u51fa\u7684\u662f3\u4e2a\u793e\u7fa4\uff0c\u5206\u522b\u662f\uff1a<\/p>\n<ul>\n<li>\u6a59\u8272\u7cfb\u7684\u201cSPSS\u201d\u548c\u201cSAS\u201d\uff0c\u6570\u636e\u5206\u6790\u5de5\u5177\u7c7b\uff1b<\/li>\n<li>\u7d2b\u8272\u7cfb\u7684\u201c\u6570\u636e\u201d\u3001\u201c\u6570\u636e\u5206\u6790\u201d\u3001\u201c\u6570\u636e\u6316\u6398\u201d\u7b49\uff0c\u6570\u636e\u5206\u6790\u76f8\u5173\u91cd\u8981\u7684\u6982\u5ff5\uff1b<\/li>\n<li>\u7eff\u8272\u7cfb\u7684\u201c\u8425\u9500\u201d\u3001\u201c\u793e\u4f1a\u5316\u5a92\u4f53\u201d\u3001\u201c\u76d1\u6d4b\u201d\u7b49\uff0c\u54c1\u724c\u8425\u9500\u7c7b\u3002<\/li>\n<\/ul>\n<p>\u5176\u4e2d\uff0c\u201c\u793e\u4f1a\u5316\u5a92\u4f53\u201d\u4e0e\u201c\u8425\u9500\u201d\u4e4b\u95f4\u7684\u7ebf\u6761\u6700\u4e3a\u660e\u663e\uff0c\u4ee3\u8868\u5b83\u4eec\u4e4b\u95f4\u6709\u5f88\u5f3a\u7684\u5173\u8054\u5ea6&#8212;\u56e0\u4e3a\u793e\u4f1a\u5316\u5a92\u4f53\u6b63\u5f0f\u8425\u9500\u6d3b\u52a8\u7684\u8f7d\u4f53\uff0c\u8425\u9500\u6d3b\u52a8\u5fc5\u987b\u5728\u5404\u7c7b\u793e\u4f1a\u5316\u5a92\u4f53\uff08\u5fae\u4fe1\u3001\u5fae\u535a\u3001\u5934\u6761\u53f7\u7b49\uff09\u5b9e\u65bd\u3002<\/p>\n<h2>6.2.4 Lexical dispersion plot\uff08\u8bcd\u6c47\u5206\u6563\u56fe\uff09<\/h2>\n<p>\u63a5\u4e0b\u6765\uff0c\u7b14\u8005\u60f3\u4e86\u89e3\u201c\u4ea7\u54c1\u8fd0\u8425&amp;\u6570\u636e\u5206\u6790\u201d\u680f\u76ee\u4e2d\u7684\u67d0\u4e9b\u8bcd\u57282012.05~2017.07\u4e4b\u95f4\u7684\u6570\u91cf\u5206\u5e03\u60c5\u51b5\uff0c\u4ee5\u53ca\u5b83\u4eec\u51fa\u73b0\u7684\u4f4d\u7f6e\u4fe1\u606f\uff08the location of a word in the text\uff09\uff0c\u8fd9\u65f6\u53ef\u4ee5\u5229\u7528Lexicaldispersion plot\uff08\u8bcd\u6c47\u5206\u6563\u56fe\uff09\u8fdb\u884c\u5206\u6790\uff0c\u5b83\u53ef\u4ee5\u63ed\u793a\u67d0\u4e2a\u8bcd\u6c47\u5728\u4e00\u6bb5\u6587\u672c\u4e2d\u7684\u5206\u5e03\u60c5\u51b5\uff08Producea plot showing the distribution of the words through the text\uff09\u3002<\/p>\n<p>\u7b14\u8005\u5148\u5c06\u5f85\u5206\u6790\u7684\u6587\u672c\u6309\u65f6\u95f4\u987a\u5e8f\u8fdb\u884c\u6392\u5217\uff0c\u5206\u8bcd\u540e\u518d\u8fdb\u884cLexicaldispersion plot\u5206\u6790\u3002\u56e0\u6b64\uff0c\u6587\u672c\u5b57\u6570\u7684\u7d2f\u79ef\u589e\u957f\u65b9\u5411\u4e0e\u65f6\u95f4\u6b63\u5411\u63a8\u79fb\u7684\u65b9\u5411\u4e00\u81f4\u3002\u56fe\u4e2d\u7eb5\u8f74\u8868\u793a\u8bcd\u6c47\uff0c\u6a2a\u8f74\u662f\u6587\u672c\u5b57\u6570\uff0c\u662f\u7d2f\u52a0\u7684\uff1b\u9ed1\u8272\u7ad6\u7ebf\u8868\u793a\u8be5\u8bcd\u6c47\u5728\u6587\u672c\u4e2d\u88ab\u63d0\u53ca\u4e00\u6b21\uff0c\u5bf9\u5e94\u6a2a\u8f74\u80fd\u770b\u5230\u5b83\u6240\u5904\u7684\u4f4d\u7f6e\u4fe1\u606f\uff0c\u7a7a\u767d\u5219\u8868\u793a\u65e0\u63d0\u53ca\u3002<\/p>\n<figure id=\"attachment_8968\" aria-describedby=\"caption-attachment-8968\" style=\"width: 575px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8968\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u8bcd\u6c47\u5206\u6563\u56fe.png\" alt=\"\" width=\"575\" height=\"374\" \/><figcaption id=\"caption-attachment-8968\" class=\"wp-caption-text\">\u8bcd\u6c47\u5206\u6563\u56fe<\/figcaption><\/figure>\n<p>\u4ece\u4e0a\u56fe\u53ef\u4ee5\u770b\u51fa\uff0c\u5728\u8fd14,500,000\u8bcd\u6c47\u91cf\u7684\u6587\u672c\u4e2d\uff0c\u201c\u8fd0\u8425\u201d\u3001\u201c\u5fae\u535a\u201d\u548c\u201c\u7535\u5546\u201d\u5728\u8fd16\u5e74\u91cc\u7684\u63d0\u53ca\u6b21\u6570\u6781\u9ad8\uff0c\u4e2d\u95f4\u7684\u95f4\u9699\u8f83\u5c11\uff0c\u8d2f\u7a7f\u59cb\u7ec8\uff0c\u5b83\u4eec\u662f\u4f5c\u5bb6\u8c08\u8bba\u6700\u591a\u7684\u4e09\u4e2a\u8bcd\u6c47\/\u8bdd\u9898\u3002\u50cf\u201c\u65b0\u5a92\u4f53\u201d\u3001\u201c\u5fae\u4fe1\u516c\u4f17\u53f7\u201d\u3001\u201c\u7528\u6237\u8fd0\u8425\u201d\u3001\u201c\u793e\u7fa4\u201d\u7b49\u8bcd\u6c47\uff0c\u5728\u5934\u4e24\u5e74\u7684\u63d0\u53ca\u70ed\u5ea6\u4e0d\u9ad8\uff0c\u4f46\u540e\u6765\u5c45\u4e0a\uff0c\u63d0\u53ca\u91cf\u5448\u73b0\u9010\u6e10\u4e0a\u6da8\u7684\u8d8b\u52bf\u3002<\/p>\n<p>\u800c\u201cBI\u201d\u3001\u201cCRM\u201d\u5728\u8fd1\u516d\u5e74\u5185\u5448\u96f6\u661f\u5206\u5e03\uff0c\u63d0\u53ca\u91cf\u8f83\u5c11\uff0c\u5728\u201c\u4ea7\u54c1\u8fd0\u8425&amp;\u6570\u636e\u5206\u6790\u201d\u680f\u76ee\u4e2d\u5c5e\u4e8e\u51b7\u95e8\u8bdd\u9898\u3002<\/p>\n<h2>6.2.5 \u5229\u7528DTM\u6a21\u578b\uff08Dynamic Topic Models \uff09\u5206\u6790\u4e3b\u9898\u4e0b\u7684\u70ed\u70b9\u53d8\u8fc1<\/h2>\n<p>\u4e0a\u9762\u7684\u5206\u6790\u662f\u9488\u5bf9\u67d0\u4e2a\u8bcd\u6c47\u7684\u65f6\u95f4\u52a8\u6001\u5206\u6790\uff0c\u8fd9\u91cc\u7b14\u8005\u8981\u5206\u6790\u7684\u662f\u67d0\u4e2a\u8bdd\u9898\u968f\u65f6\u95f4\u7684\u53d8\u8fc1\u60c5\u51b5\uff08This implements topics that change over time\uff09\u3002<\/p>\n<p>\u7b14\u8005\u8fd0\u7528\u7684\u6a21\u578b\u662fDTM\u6a21\u578b \uff08Dynamic Topic Models \uff09\uff0c\u5b83\u662f\u201c\u6982\u7387\u4e3b\u9898\u6a21\u578b\u201d\u5bb6\u65cf\u4e2d\u7684\u4e00\u5458\uff0c\u7528\u4e8e\u5bf9\u8bed\u6599\u5e93\u4e2d\u4e3b\u9898\u6f14\u53d8\u8fdb\u884c\u5efa\u6a21\u3002<\/p>\n<p>\u5b83\u57fa\u4e8e\u8fd9\u6837\u7684\u5047\u8bbe\uff1a<\/p>\n<p>\u8574\u542b\u65f6\u95f4\u56e0\u7d20\u7684\u4e3b\u9898\uff0c\u5c3d\u7ba1\u5b83\u5305\u542b\u7684\u5173\u952e\u8bcd\u4f1a\u968f\u7740\u65f6\u95f4\u7684\u53d8\u5316\u800c\u4ea7\u751f\u76f8\u5e94\u7684\u53d8\u5316\uff0c\u4f46\u5b83\u5982\u6784\u6210\u8981\u7d20\u4e0d\u65ad\u66f4\u65b0\u6362\u4ee3\u7684\u201c\u5fd2\u4fee\u65af\u4e4b\u8239\uff08The Ship of Theseus\uff09\u201d\u4e00\u822c\uff0c\u5373\u4f7f\u540c\u4e00\u4e3b\u9898\u4e0b\u7684\u5f00\u7aef\u548c\u672b\u5c3e\u4e2d\u7684\u4e3b\u9898\u8bcd\u6ca1\u6709\u4e00\u4e2a\u662f\u76f8\u540c\u7684\uff0c\u4f46\u8fd8\u662f\u539f\u5148\u7684\u4e3b\u9898\uff0c\u4fdd\u7559\u6709\u76f8\u540c\u7684\u8bed\u5883\u3002\uff08By having a time-basedelement to topics, context is preserved while key-words may change.\uff09<\/p>\n<p>\u9996\u5148\uff0c\u4ece\u201c\u4ea7\u54c1\u8fd0\u8425&amp;\u6570\u636e\u5206\u6790\u201d\u4e2d\u201c\u89e3\u6790\u201d\u51fa\u5982\u4e0b6\u4e2a\u5b50\u8bdd\u9898\uff0c\u5b83\u4eec\u662f\u201c\u8fd0\u8425\u201d\u3001\u201c<a href=\"https:\/\/www.growthhk.cn\/model\">\u5546\u4e1a\u6a21\u5f0f<\/a>\u201d\u3001\u201c\u6d41\u91cf\u8fd0\u8425&amp;\u6570\u636e\u5206\u6790\u201d\u3001\u201c\u54c1\u724c\u8425\u9500&amp;\u6570\u636e\u5206\u6790\u201d\u3001\u201c\u7535\u5546\u8fd0\u8425\u201d\u548c\u201c\u5185\u5bb9\u8fd0\u8425\u201d\uff0c\u5982\u4e0b\u8868\u6240\u793a\uff1a<\/p>\n<figure id=\"attachment_8970\" aria-describedby=\"caption-attachment-8970\" style=\"width: 610px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8970\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u4ea7\u54c1\u8fd0\u8425\u6570\u636e\u5206\u6790.png\" alt=\"\" width=\"610\" height=\"309\" \/><figcaption id=\"caption-attachment-8970\" class=\"wp-caption-text\">\u4ea7\u54c1\u8fd0\u8425&amp;\u6570\u636e\u5206\u6790<\/figcaption><\/figure>\n<p>\u7b14\u8005\u5bf9Topic2\uff0c\u4e5f\u5c31\u662f\u201c\u6d41\u91cf\u8fd0\u8425&amp;\u6570\u636e\u5206\u6790\u201d\u57282012.05~2017.07\u95f4\u7684\u8bdd\u9898\u53d8\u8fc1\u60c5\u51b5\u611f\u5174\u8da3\uff0c\u4e8e\u662f\u5c06\u8fd96\u5e74\u95f4\u51fa\u73b0\u7684\u4e3b\u9898\u8bcd\u91cd\u65b0\u6574\u5408\uff0c\u5236\u6210\u4e0b\u9762\u7684\u70ed\u529b\u56fe\uff1a<\/p>\n<figure id=\"attachment_8971\" aria-describedby=\"caption-attachment-8971\" style=\"width: 596px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-8971\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u70ed\u529b\u56fe-1.png\" alt=\"\" width=\"596\" height=\"504\" \/><figcaption id=\"caption-attachment-8971\" class=\"wp-caption-text\">\u70ed\u529b\u56fe<\/figcaption><\/figure>\n<p>\u4e0a\u56fe\u4e2d\u7eb5\u8f74\u662f\u4e3b\u9898\u8bcd\uff0c\u6a2a\u8f74\u662f\u5e74\u4efd\uff0c\u989c\u8272\u7531\u6d45\u5165\u6df1\u4ee3\u8868\u6570\u503c\u7684\u7531\u5c0f\u5230\u5927\u3002\u4ece\u4e2d\u53ef\u4ee5\u660e\u663e\u7684\u770b\u51fa\uff0c\u201c\u6d41\u91cf\u8fd0\u8425&amp;\u6570\u636e\u5206\u6790\u201d\u5b50\u8bdd\u9898\u4e0b\u7684\u201c\u6570\u636e\u201d\u3001\u201c\u6570\u636e\u5206\u6790\u201d\u3001\u201c\u8fd0\u8425\u201d\u548c\u201c\u4e1a\u52a1\u201d\u5728\u8be5\u8bdd\u9898\u4e2d\u59cb\u7ec8\u5904\u4e8e\u201c\u6838\u5fc3\u5730\u4f4d\u201d\uff0c\u4fdd\u6301\u8f83\u9ad8\u4e14\u7a33\u5b9a\u7684word_prob\u503c\u3002<\/p>\n<p>\u800c\u201c\u6e20\u9053\u201d\u3001\u201c\u6e38\u620f\u201d\u3001\u201c\u4e92\u91d1\u201d\u5728\u8fd13\u5e74\u7684word_prob\u503c\u6709\u4e86\u8f83\u5927\u7684\u63d0\u5347\uff0c\u8bf4\u660e\u793e\u533a\u7684\u4f5c\u8005\u5728\u8fd1\u671f\u6bd4\u8f83\u5173\u6ce8\u8fd93\u4e2a\u4e3b\u9898\u8bcd\u6240\u4ee3\u8868\u7684\u9886\u57df\uff0c\u95f4\u63a5\u8868\u660e\u5b83\u4eec\u5728\u4e92\u8054\u7f51\u4e2d\u7684\u8bdd\u9898\u70ed\u5ea6\u5448\u73b0\u4e0a\u5347\u8d8b\u52bf\u3002<\/p>\n<h2>6.2.6 \u5229\u7528ATM\u6a21\u578b\uff08Author-TopicModel\uff09\u5206\u6790\u4f5c\u5bb6\u5199\u4f5c\u4e3b\u9898\u5206\u5e03<\/h2>\n<p>\u5728\u8fd9\u4e2a\u7248\u5757\uff0c\u7b14\u8005\u60f3\u4e86\u89e3\u201c\u4eba\u4eba\u90fd\u662f\u4ea7\u54c1\u7ecf\u7406\u201d\u4e0a\u4f5c\u5bb6\u7684\u5199\u4f5c\u4e3b\u9898\uff0c\u5206\u6790\u67d0\u4e9b\u725bX\u4f5c\u5bb6\u559c\u6b22\u5199\u54ea\u65b9\u9762\u7684\u6587\u7ae0\uff08\u6bd4\u5982\u201c\u4ea7\u54c1\u8fd0\u8425\u201d\u3001\u201c\u6570\u636e\u5206\u6790\u201d\u3001\u201c\u65b0\u5a92\u4f53\u8fd0\u8425\u201d\u7b49\uff09\u5199\u4f5c\u4e86\u5565\uff0c\u4e3b\u9898\u76f8\u4f3c\u5ea6\u7684\u4f5c\u8005\u6709\u54ea\u4e9b\u3002<\/p>\n<p>\u4e3a\u6b64\uff0c\u7b14\u8005\u91c7\u7528\u4e86ATM\u6a21\u578b\u8fdb\u884c\u5206\u6790\uff0c\u6ce8\u610f\uff0c\u8fd9\u4e0d\u662f\u81ea\u52a8\u53d6\u6b3e\u673a\u7684\u7f29\u5199\uff0c\u800c\u662fauthor-topic model\uff1a<\/p>\n<p>ATM\u6a21\u578b\uff08author-topic model\uff09\u4e5f\u662f\u201c\u6982\u7387\u4e3b\u9898\u6a21\u578b\u201d\u5bb6\u65cf\u7684\u4e00\u5458\uff0c\u662fLDA\u4e3b\u9898\u6a21\u578b\uff08Latent Dirichlet Allocation \uff09\u7684\u62d3\u5c55\uff0c\u5b83\u80fd\u5bf9\u67d0\u4e2a\u8bed\u6599\u5e93\u4e2d\u4f5c\u8005\u7684\u5199\u4f5c\u4e3b\u9898\u8fdb\u884c\u5206\u6790\uff0c\u627e\u51fa\u67d0\u4e2a\u4f5c\u5bb6\u7684\u5199\u4f5c\u4e3b\u9898\u503e\u5411\uff0c\u4ee5\u53ca\u627e\u5230\u5177\u6709\u540c\u6837\u5199\u4f5c\u503e\u5411\u7684\u4f5c\u5bb6\uff0c\u5b83\u662f\u4e00\u79cd\u65b0\u9896\u7684\u4e3b\u9898\u63a2\u7d22\u65b9\u5f0f\u3002<\/p>\n<p>\u9996\u5148\uff0c\u5148\u4ece\u6587\u672c\u4e2d\u201c\u6790\u51fa\u201d\u82e5\u5e72\u4e3b\u9898\uff0c\u7ecf\u8fc7\u63a2\u7d22\uff0c10\u4e2a\u4e3b\u9898\u7684\u533a\u5206\u5ea6\u6b63\u597d\u3002\u6839\u636e\u5404\u4e2a\u4e3b\u9898\u4e0b\u7684\u4e3b\u9898\u8bcd\u7279\u5f81\uff0c\u7b14\u8005\u5c06\u8fd910\u4e2a\u4e3b\u9898\u5f52\u7eb3\u4e3a \uff1a\u201c\u884c\u4e1a\u52a8\u6001\u201d\u3001\u201c\u7535\u5546\u8fd0\u8425\u201d\u3001\u201c<span class=\"wpcom_keyword_link\"><a href=\"https:\/\/www.growthhk.cn\/model\" title=\"\u5546\u4e1a\u6a21\u5f0f\">\u5546\u4e1a\u6a21\u5f0f<\/a><\/span>\u201d\u3001\u201c\u4ea7\u54c1\u8fd0\u8425\u201d\u3001\u201c\u793e\u4ea4\u5a92\u4f53\u201d\u3001\u201c\u4e92\u91d1\u4ea7\u54c1\u201d\u3001\u201c\u6570\u636e\u8fd0\u8425\u201d\u3001\u201c\u7528\u6237\u7814\u7a76\u201d\u3001\u201c\u4ea7\u54c1\u8bbe\u8ba1\u201d\u548c\u201c\u65b0\u5a92\u4f53\u8fd0\u8425\u201d\u3002<\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-8972\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u4e3b\u9898\u8bcd\u7279\u5f81.png\" alt=\"\" width=\"606\" height=\"421\" \/><\/p>\n<p>\u540c\u65f6\uff0c\u5728\u6570\u636e\u5904\u7406\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u5efa\u7acb\u4e86\u4f5c\u8005\uff08author\uff09\u3001\u4e3b\u9898\uff08topic\uff09\u53ca\u6587\u6863\uff08document\uff09\u4e4b\u95f4\u7684\u6620\u5c04\u5173\u8054\u5173\u7cfb\uff0c\u4ee5dict\u7684\u5f62\u5f0f\u4fdd\u5b58\u6570\u636e\u3002<\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-8973\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u4ee5dict\u7684\u5f62\u5f0f\u4fdd\u5b58\u6570\u636e.png\" alt=\"\" width=\"457\" height=\"275\" \/><\/p>\n<p>\u6a21\u578b\u8bad\u7ec3\u5b8c\u6bd5\uff0c\u5148\u770b\u770b\u7b14\u8005\u81ea\u5df1\u7684\u5199\u4f5c\u4e3b\u9898\u5206\u5e03\u5427\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u91cc\u7684\u6587\u6863\u6570\u636e\u7ecf\u8fc7\u7504\u9009\uff0c\u5e76\u4e0d\u662f\u5168\u90e8\u7684\u6587\u6863\u6570\u636e\uff0c\u56e0\u6b64\u6570\u91cf\u4f1a\u5c11\u4e8e\u7f51\u7ad9\u4e0a\u6240\u770b\u5230\u7684\u6587\u7ae0\u6570\u3002<\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-8975\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/\u5199\u4f5c\u4e3b\u9898\u5206\u5e03.png\" alt=\"\" width=\"557\" height=\"251\" \/><\/p>\n<p>\u4e0a\u9762\u7684\u201cDocs\u201d\u4e2d\u7684\u5143\u7d20\u662f\u6587\u7ae0\u5bf9\u5e94\u7684\u6587\u6863ID\u7f16\u53f7\u6309\u7167\u65f6\u95f4\u987a\u5e8f\u6392\u5217\u7684\uff0c\u201cTopics\u201d\u4e2d\u7684\u5143\u7d20\u6709\u4e24\u5217\uff0c\u4e00\u5217\u4ee3\u8868\u4e3b\u9898\uff0c\u4e00\u5217\u4ee3\u8868\u4e3b\u9898\u7684\u6743\u91cd\u5927\u5c0f\u3002<\/p>\n<p>\u5f88\u660e\u663e\uff0c\u7b14\u8005\u7684\u5199\u4f5c\u4e3b\u9898\u4e3b\u8981\u96c6\u4e2d\u5728\u201c\u6570\u636e\u8fd0\u8425\u201d\u3001\u201c\u65b0\u5a92\u4f53\u8fd0\u8425\u201d\u548c\u201c\u7528\u6237\u7814\u7a76\u201d\u8fd93\u4e2a\u4e3b\u9898\u4e0a\uff0c\u6709\u4e9b\u76f4\u63a5\u4ece\u6807\u9898\u5373\u53ef\u770b\u51fa\uff0c\u6709\u4e9b\u201c\u6f5c\u85cf\u201d\u5728\u6587\u7ae0\u7684\u6b63\u6587\u8bba\u8ff0\u4e4b\u4e2d\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u6839\u636e\u4e0a\u8ff0\u4f5c\u8005\u7684\u5199\u4f5c\u4e3b\u9898\u5206\u5e03\uff0c\u7b14\u8005\u627e\u51fa\u4e0e\u4ed6\u4eec\u5199\u4f5c\u76f8\u4f3c\u5ea6\u6700\u9ad8\u7684\u4f5c\u5bb6\uff0c\u4e3a\u4fdd\u6301\u51c6\u786e\u5ea6\uff0c\u7b14\u8005\u6709\u4e00\u4e2a\u9650\u5236\u6761\u4ef6&#8212;\u53d1\u6587\u6570\u91cf\u4e0d\u5c0f\u4e8e3\u7bc7\u3002<\/p>\n<p>\u7ed3\u679c\u4ee5\u8868\u683c\u7684\u5f62\u5f0f\u5c55\u793a\uff0c\u4e3b\u8981\u7684\u7ef4\u5ea6\u6709\u201c\u4f5c\u8005\uff08Author\uff09\u201d\u3001\u201c\u76f8\u4f3c\u5ea6\u5f97\u5206\uff08Score\uff09\u201d\u548c\u201c\u6587\u6863\u6570\u91cf\uff08Size\uff09\u201d\u3002<\/p>\n<h2>6.2.7 LSI\u76f8\u4f3c\u6807\u9898\u7d22\u5f15<\/h2>\n<p>\u6700\u540e\uff0c\u7b14\u8005\u60f3\u901a\u8fc7\u6587\u7ae0\u6807\u9898\u4e4b\u95f4\u7684\u8bed\u4e49\u76f8\u4f3c\u5173\u7cfb\u6765\u627e\u5230\u76f8\u540c\u4e3b\u9898\u7684\u6587\u7ae0\uff0c\u800c\u8fd9\u79cd\u8bed\u4e49\u76f8\u5173\u6027\u4e0d\u4ec5\u4ec5\u662f\u5b57\u9762\u4e0a\u7684\uff08\u4e0d\u5305\u542b\u76f8\u540c\u7684\u8bcd\u6c47\uff0c\u4f46\u5176\u4e2d\u7684\u8bcd\u542b\u4e49\u76f8\u8fd1\uff09\u3002\u5229\u8fc7LSI\uff08Latent Semantic Index\uff0c\u6f5c\u5728\u8bed\u4e49\u7d22\u5f15\uff09\u5c31\u53ef\u4ee5\u505a\u5230\u8fd9\u4e00\u70b9\u3002<\/p>\n<p>\u901a\u8fc7\u201c\u8bcd\u888b\u6a21\u578b\uff08bag-of-words\uff09\u201d\u5c06\u8bed\u53e5\u6620\u5c04\u5230\u7279\u5b9a\u7684Vector Space Model (VSM)\u4e2d\uff0c\u6bd4\u8f83\u8bed\u53e5\u5411\u91cf\u5316\u540e\u7684\u4f59\u5f26\u5939\u89d2\u503c\uff08\u4ecb\u4e8e0-1\u4e4b\u95f4\uff09\uff0c\u503c\u8d8a\u5927\uff0c\u5c31\u4ee3\u8868\u76f8\u4f3c\u5ea6\u8d8a\u9ad8\u3002\u8be6\u7ec6\u7684\u539f\u7406\u63a8\u5bfc\uff0c\u5c0f\u4f19\u4f34\u4eec\u53ef\u4ee5\u81ea\u884cGoogle\u8111\u8865\u3002<\/p>\n<p>\u4ece\u6807\u9898\u4e2d\u627e\u51fa\u4e3b\u9898\u76f8\u4f3c\u7684\u6587\u7ae0\uff0c\u68c0\u7d22\u611f\u5174\u8da3\u7684\u5185\u5bb9\uff0c\u4e0d\u4ec5\u4ec5\u662f\u901a\u8fc7\u5173\u952e\u8bcd\u68c0\u7d22\uff0c\u6f5c\u5728\u8bed\u4e49\u5206\u6790\u3002<\/p>\n<p>\u5728\u8fd9\u91cc\uff0c\u7b14\u8005\u5148\u540e\u5bf9\u5982\u4e0b\u4e09\u7bc7\u6587\u7ae0\u8fdb\u884cLSI\u8bed\u4e49\u7d22\u5f15\uff1a<\/p>\n<ul>\n<li>\u5f53\u6570\u636e\u5206\u6790\u906d\u9047<span class=\"wpcom_tag_link\"><a href=\"https:\/\/www.growthhk.cn\/tag\/%e5%bf%83%e7%90%86%e5%8a%a8%e5%8a%9b%e5%ad%a6\" title=\"\u5fc3\u7406\u52a8\u529b\u5b66\" 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class=\"wpcom_tag_link\"><a href=\"https:\/\/www.growthhk.cn\/tag\/%e8%8b%8f%e6%a0%bc%e5%85%b0%e6%8a%98%e8%80%b3%e5%96%b5\" title=\"\u82cf\u683c\u5170\u6298\u8033\u55b5\" target=\"_blank\">\u82cf\u683c\u5170\u6298\u8033\u55b5<\/a><\/span>@\u8fd0\u8425\u55b5\u662f\u600e\u6837\u70bc\u6210\u7684<\/p>\n<hr \/>\n<p><strong>\u76f8\u5173\u6587\u7ae0\u63a8\u8350\uff1a<\/strong><\/p>\n<blockquote><p>\u300a<a href=\"https:\/\/www.growthhk.cn\/product\/408.html\">\u5728\u6570\u636e\u9a71\u52a8\u7684\u65f6\u4ee3\uff0c\u52a9\u529b\u4ea7\u54c1\u8d70\u5411\u6210\u529f\u7684\u4e09\u4e2a\u5c42\u6b21<\/a>\u300b<br \/>\u300a<a href=\"https:\/\/www.growthhk.cn\/product\/8781.html\">\u4faf\u5929\u534e\uff1a\u6570\u636e\u5206\u6790\u67b6\u6784\u53ca\u65b9\u6cd5<\/a>\u300b<br \/>\u300a<a href=\"https:\/\/www.growthhk.cn\/product\/3536.html\">\u7528\u6570\u636e\u9a71\u52a8\u51b3\u7b56\uff0c\u8fd9\u624d\u662f\u8fbe\u6210KPI\u63d0\u5347\u9500\u91cf\u7684\u6709\u6548\u9014\u5f84<\/a>\u300b<\/p><\/blockquote>\n<p>\u66f4\u591a\u7cbe\u5f69\uff0c\u5173\u6ce8\uff1a\u589e\u957f\u9ed1\u5ba2\uff08GrowthHK.cn\uff09<\/p>\n<p>\u589e\u957f\u9ed1\u5ba2\uff08Growth 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