{"id":1162,"date":"2023-07-27T11:05:15","date_gmt":"2023-07-27T11:05:15","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e7%ba%bf%e6%80%a7%e5%88%a4%e5%88%ab%e5%88%86%e6%9e%90\/"},"modified":"2023-07-27T11:05:15","modified_gmt":"2023-07-27T11:05:15","slug":"%e7%ba%bf%e6%80%a7%e5%88%a4%e5%88%ab%e5%88%86%e6%9e%90","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e7%ba%bf%e6%80%a7%e5%88%a4%e5%88%ab%e5%88%86%e6%9e%90\/","title":{"rendered":"\u7ebf\u6027\u5224\u522b\u5206\u6790\u7b80\u4ecb"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u5f53\u6211\u4eec\u6709\u4e00\u7ec4\u9884\u6d4b\u53d8\u91cf\u5e76\u4e14\u60f3\u8981\u5c06<a href=\"https:\/\/statorials.org\/cn\/\u53d8\u91cf\u89e3\u91ca\u6027\u53cd\u5e94\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u54cd\u5e94\u53d8\u91cf<\/a>\u5206\u7c7b\u4e3a\u4e24\u7c7b\u4e4b\u4e00\u65f6\uff0c\u6211\u4eec\u901a\u5e38\u4f7f\u7528<a href=\"https:\/\/statorials.org\/cn\/\u903b\u8f91\u56de\u5f521\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u903b\u8f91\u56de\u5f52<\/a>\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u4ee5\u4e0b\u573a\u666f\u4e2d\u4f7f\u7528\u903b\u8f91\u56de\u5f52\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u6211\u4eec\u5e0c\u671b\u4f7f\u7528<em>\u4fe1\u7528\u8bc4\u5206<\/em>\u548c<em>\u94f6\u884c\u4f59\u989d<\/em>\u6765\u9884\u6d4b\u7279\u5b9a\u5ba2\u6237\u662f\u5426\u4f1a\u62d6\u6b20\u8d37\u6b3e\u3002 \uff08\u54cd\u5e94\u53d8\u91cf=\u201c\u9ed8\u8ba4\u201d\u6216\u201c\u65e0\u9ed8\u8ba4\u201d\uff09<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7136\u800c\uff0c\u5f53\u54cd\u5e94\u53d8\u91cf\u5177\u6709\u4e24\u4e2a\u4ee5\u4e0a\u53ef\u80fd\u7c7b\u522b\u65f6\uff0c\u6211\u4eec\u901a\u5e38\u66f4\u559c\u6b22\u4f7f\u7528<strong>\u7ebf\u6027\u5224\u522b\u5206\u6790<\/strong>\uff08\u901a\u5e38\u79f0\u4e3a LDA\uff09\u7684\u65b9\u6cd5\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u4ee5\u4e0b\u573a\u666f\u4e2d\u4f7f\u7528LDA\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u6211\u4eec\u5e0c\u671b\u4f7f\u7528<em>\u573a\u5747\u5f97\u5206<\/em>\u548c<em>\u573a\u5747\u7bee\u677f\u6570<\/em>\u6765\u9884\u6d4b\u67d0\u4e2a\u9ad8\u4e2d\u7bee\u7403\u8fd0\u52a8\u5458\u662f\u5426\u4f1a\u88ab\u4ee5\u4e0b\u4e09\u6240\u5b66\u6821\u4e4b\u4e00\u5f55\u53d6\uff1aDivision 1\u3001Division 2 \u6216 Division 3\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u867d\u7136LDA\u548c\u903b\u8f91\u56de\u5f52\u6a21\u578b\u90fd\u7528\u4e8e<a href=\"https:\/\/statorials.org\/cn\/\u56de\u5f52\u4e0e\u5206\u7c7b\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u5206\u7c7b<\/a>\uff0c\u4f46\u4e8b\u5b9e\u8bc1\u660e\uff0c\u5728\u5bf9\u591a\u4e2a\u7c7b\u522b\u8fdb\u884c\u9884\u6d4b\u65f6\uff0cLDA\u6bd4\u903b\u8f91\u56de\u5f52\u7a33\u5b9a\u5f97\u591a\uff0c\u56e0\u6b64\u5f53\u54cd\u5e94\u53d8\u91cf\u53ef\u4ee5\u91c7\u7528\u4e24\u4e2a\u4ee5\u4e0a\u65f6\uff0cLDA\u662f\u9996\u9009\u7b97\u6cd5\u3002\u7c7b\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e0e\u903b\u8f91\u56de\u5f52\u76f8\u6bd4\uff0cLDA \u5728\u6837\u672c\u91cf\u8f83\u5c0f\u65f6\u6548\u679c\u6700\u4f73\uff0c\u56e0\u6b64\u5f53\u60a8\u65e0\u6cd5\u6536\u96c6\u5927\u6837\u672c\u65f6\uff0cLDA \u6210\u4e3a\u9996\u9009\u65b9\u6cd5\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5982\u4f55\u521b\u5efaLDA\u6a21\u578b<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">LDA \u5bf9\u7ed9\u5b9a\u6570\u636e\u96c6\u505a\u51fa\u4ee5\u4e0b\u5047\u8bbe\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>(1)<\/strong>\u6bcf\u4e2a\u9884\u6d4b\u53d8\u91cf\u7684\u503c<a href=\"https:\/\/statorials.org\/cn\/\u6b63\u6001\u5206\u5e03-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u670d\u4ece\u6b63\u6001\u5206\u5e03<\/a>\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5982\u679c\u6211\u4eec\u521b\u5efa\u4e00\u4e2a\u76f4\u65b9\u56fe\u6765\u53ef\u89c6\u5316\u7ed9\u5b9a\u9884\u6d4b\u53d8\u91cf\u7684\u503c\u5206\u5e03\uff0c\u5b83\u5927\u81f4\u5448\u201c\u949f\u5f62\u201d\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>(2)<\/strong>\u6bcf\u4e2a\u9884\u6d4b\u53d8\u91cf\u5177\u6709\u76f8\u540c\u7684<a href=\"https:\/\/statorials.org\/cn\/\u5982\u4f55\u89e3\u91ca\u65b9\u5dee\u7684\u7b80\u5355\u89e3\u91ca\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u65b9\u5dee<\/a>\u3002\u5728\u73b0\u5b9e\u4e16\u754c\u7684\u6570\u636e\u4e2d\u51e0\u4e4e\u4ece\u6765\u4e0d\u4f1a\u51fa\u73b0\u8fd9\u79cd\u60c5\u51b5\uff0c\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u6211\u4eec\u901a\u5e38\u5728\u5b9e\u9645\u62df\u5408 LDA \u6a21\u578b\u4e4b\u524d\u7f29\u653e\u6bcf\u4e2a\u53d8\u91cf\u4ee5\u5177\u6709\u76f8\u540c\u7684\u5747\u503c\u548c\u65b9\u5dee\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e00\u65e6\u8fd9\u4e9b\u5047\u8bbe\u5f97\u5230\u9a8c\u8bc1\uff0cLDA \u5c31\u4f1a\u4f30\u8ba1\u4ee5\u4e0b\u503c\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u03bc <sub>k<\/sub><\/strong> \uff1a<sup>\u7b2c k<\/sup>\u7c7b\u6240\u6709\u8bad\u7ec3\u89c2\u5bdf\u503c\u7684\u5e73\u5747\u503c\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u03c3 <sup>2<\/sup><\/strong> \uff1a <em>k<\/em>\u4e2a\u7c7b\u522b\u4e2d\u6bcf\u4e2a\u7c7b\u522b\u7684\u6837\u672c\u65b9\u5dee\u7684\u52a0\u6743\u5e73\u5747\u503c\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u03c0 <sub>k<\/sub><\/strong> \uff1a\u5c5e\u4e8e<sup>\u7b2c k<\/sup>\u7c7b\u7684\u8bad\u7ec3\u89c2\u5bdf\u7684\u6bd4\u4f8b\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7136\u540e\uff0cLDA \u5c06\u8fd9\u4e9b\u6570\u5b57\u4ee3\u5165\u4ee5\u4e0b\u516c\u5f0f\uff0c\u5e76\u5c06\u6bcf\u4e2a\u89c2\u6d4b\u503c X = x \u5206\u914d\u7ed9\u8be5\u516c\u5f0f\u4ea7\u751f\u6700\u5927\u503c\u7684\u7c7b\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>d <sub>k<\/sub> (x) = x * (\u03bc <sub>k<\/sub> \/\u03c3 <sup>2<\/sup> ) \u2013 (\u03bc <sub>k<\/sub> <sup>2<\/sup> \/2\u03c3 <sup>2<\/sup> ) + log(\u03c0 <sub>k<\/sub> )<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u8bf7\u6ce8\u610f\uff0cLDA \u7684\u540d\u79f0\u4e2d\u5e26\u6709<em>\u201c\u7ebf\u6027\u201d<\/em> \uff0c\u56e0\u4e3a\u4e0a\u8ff0\u51fd\u6570\u4ea7\u751f\u7684\u503c\u6765\u81ea x \u7684<em>\u7ebf\u6027\u51fd\u6570<\/em>\u7684\u7ed3\u679c\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5982\u4f55\u4e3aLDA\u51c6\u5907\u6570\u636e<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u5728\u5e94\u7528 LDA \u6a21\u578b\u4e4b\u524d\uff0c\u8bf7\u786e\u4fdd\u60a8\u7684\u6570\u636e\u6ee1\u8db3\u4ee5\u4e0b\u8981\u6c42\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. \u54cd\u5e94\u53d8\u91cf\u662f\u5206\u7c7b\u53d8\u91cf<\/strong>\u3002 LDA \u6a21\u578b\u65e8\u5728\u7528\u4e8e\u5206\u7c7b\u95ee\u9898\uff0c\u5373\u53ef\u4ee5\u5c06\u54cd\u5e94\u53d8\u91cf\u653e\u5165\u7c7b\u6216\u7c7b\u522b\u4e2d\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. \u9884\u6d4b\u53d8\u91cf\u670d\u4ece\u6b63\u6001\u5206\u5e03<\/strong>\u3002\u9996\u5148\uff0c\u9a8c\u8bc1\u6bcf\u4e2a\u9884\u6d4b\u53d8\u91cf\u662f\u5426\u8fd1\u4f3c\u6b63\u6001\u5206\u5e03\u3002\u5982\u679c\u4e0d\u662f\uff0c\u60a8\u53ef\u4ee5\u9009\u62e9 <a href=\"https:\/\/statorials.org\/cn\/\u5c06\u6570\u636e\u8f6c\u6362\u4e3ar\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u5148\u5bf9\u6570\u636e\u8fdb\u884c\u53d8\u6362<\/a>\uff0c\u4f7f\u5206\u5e03\u66f4\u52a0\u6b63\u6001\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>3. \u6bcf\u4e2a\u9884\u6d4b\u53d8\u91cf\u5177\u6709\u76f8\u540c\u7684\u65b9\u5dee<\/strong>\u3002\u5982\u524d\u6240\u8ff0\uff0cLDA \u5047\u8bbe\u6bcf\u4e2a\u9884\u6d4b\u53d8\u91cf\u5177\u6709\u76f8\u540c\u7684\u65b9\u5dee\u3002\u7531\u4e8e\u8fd9\u79cd\u60c5\u51b5\u5728\u5b9e\u8df5\u4e2d\u5f88\u5c11\u89c1\uff0c\u56e0\u6b64\u6700\u597d\u5bf9\u6570\u636e\u96c6\u4e2d\u7684\u6bcf\u4e2a\u53d8\u91cf\u8fdb\u884c\u7f29\u653e\uff0c\u4f7f\u5176\u5e73\u5747\u503c\u4e3a 0\uff0c\u6807\u51c6\u5dee\u4e3a 1\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>4. \u8003\u8651\u6781\u7aef\u5f02\u5e38\u503c\u3002<\/strong>\u5728\u5e94\u7528 LDA \u4e4b\u524d\uff0c\u8bf7\u52a1\u5fc5\u68c0\u67e5\u6570\u636e\u96c6\u4e2d\u662f\u5426\u5b58\u5728\u6781\u7aef\u5f02\u5e38\u503c\u3002\u901a\u5e38\uff0c\u60a8\u53ea\u9700\u4f7f\u7528<a href=\"https:\/\/statorials.org\/cn\/\u76d2\u987b\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u7bb1\u7ebf\u56fe<\/a>\u6216\u6563\u70b9\u56fe\u5373\u53ef\u76f4\u89c2\u5730\u68c0\u67e5\u5f02\u5e38\u503c\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f7f\u7528\u7ebf\u6027\u5224\u522b\u5206\u6790\u7684\u793a\u4f8b<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">LDA\u6a21\u578b\u5728\u73b0\u5b9e\u751f\u6d3b\u4e2d\u5e94\u7528\u5e7f\u6cdb\u3002\u8fd9\u91cc\u6709\u4e9b\u4f8b\u5b50\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><b>1. \u8425\u9500<\/b>\u3002\u96f6\u552e\u516c\u53f8\u7ecf\u5e38\u4f7f\u7528 LDA \u5c06\u8d2d\u7269\u8005\u5206\u4e3a\u51e0\u4e2a\u7c7b\u522b\u4e4b\u4e00\u3002\u4f8b\u5982\uff0c\u4ed6\u4eec\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a LDA \u6a21\u578b\uff0c\u4f7f\u7528<em>\u6536\u5165<\/em>\u3001<em>\u5e74\u5ea6\u603b\u652f\u51fa<\/em>\u548c<i>\u5bb6\u5ead\u89c4\u6a21<\/i>\u7b49\u9884\u6d4b\u53d8\u91cf\u6765\u9884\u6d4b\u7ed9\u5b9a\u8d2d\u4e70\u8005\u662f\u5426\u5c5e\u4e8e\u4f4e\u3001\u4e2d\u6216\u9ad8\u652f\u51fa\u8005\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2.\u533b\u7597<\/strong>\u3002\u533b\u9662\u548c\u533b\u5b66\u7814\u7a76\u56e2\u961f\u7ecf\u5e38\u4f7f\u7528 LDA \u6765\u9884\u6d4b\u4e00\u7ec4\u7279\u5b9a\u7684\u5f02\u5e38\u7ec6\u80de\u662f\u5426\u53ef\u80fd\u5bfc\u81f4\u8f7b\u5ea6\u3001\u4e2d\u5ea6\u6216\u91cd\u5ea6\u75be\u75c5\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>3.\u4ea7\u54c1\u5f00\u53d1<\/strong>\u3002\u516c\u53f8\u53ef\u4ee5\u521b\u5efaLDA\u6a21\u578b\uff0c\u6839\u636e\u5404\u79cd\u9884\u6d4b\u53d8\u91cf\uff08\u4f8b\u5982<em>\u6027\u522b<\/em>\u3001<em>\u5e74\u6536\u5165<\/em>\u548c<em>\u7c7b\u4f3c\u4ea7\u54c1\u7684\u4f7f\u7528\u9891\u7387<\/em>\uff09\u6765\u9884\u6d4b\u67d0\u4e2a\u6d88\u8d39\u8005\u662f\u5426\u4f1a\u6bcf\u5929\u3001\u6bcf\u5468\u3001\u6bcf\u6708\u6216\u6bcf\u5e74\u4f7f\u7528\u4ed6\u4eec\u7684\u4ea7\u54c1\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>4.\u751f\u6001\u5b66\u3002<\/strong>\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u521b\u5efa LDA \u6a21\u578b\uff0c\u6839\u636e<em>\u5927\u5c0f<\/em>\u3001<em>\u5e74\u5ea6\u6c61\u67d3<\/em>\u548c<em>\u635f\u5931<\/em>\u7b49\u5404\u79cd\u9884\u6d4b\u53d8\u91cf\u6765\u9884\u6d4b\u7ed9\u5b9a\u73ca\u745a\u7901\u7684\u6574\u4f53\u5065\u5eb7\u72b6\u51b5\u662f\u5426\u826f\u597d\u3001\u4e2d\u7b49\u3001\u8f83\u5dee\u6216\u6fd2\u5371\u3002<em>\u5e74\u9f84<\/em>\u3002<\/span><\/p>\n<h3> <strong><span style=\"color: #000000;\">R \u548c Python \u4e2d\u7684 LDA<\/span><\/strong><\/h3>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u6559\u7a0b\u63d0\u4f9b\u4e86\u6709\u5173\u5982\u4f55\u5728 R \u548c Python \u4e2d\u6267\u884c\u7ebf\u6027\u5224\u522b\u5206\u6790\u7684\u5206\u6b65\u793a\u4f8b\uff1a<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/cn\/r\u4e2d\u7684\u7ebf\u6027\u5224\u522b\u5206\u6790\/\" target=\"_blank\" rel=\"noopener noreferrer\">R \u4e2d\u7684\u7ebf\u6027\u5224\u522b\u5206\u6790\uff08\u9010\u6b65\uff09<\/a><br \/> <a href=\"https:\/\/statorials.org\/cn\/python\u4e2d\u7684\u7ebf\u6027\u5224\u522b\u5206\u6790\/\" target=\"_blank\" rel=\"noopener noreferrer\">Python \u4e2d\u7684\u7ebf\u6027\u5224\u522b\u5206\u6790\uff08\u9010\u6b65\uff09<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f53\u6211\u4eec\u6709\u4e00\u7ec4\u9884\u6d4b\u53d8\u91cf\u5e76\u4e14\u60f3\u8981\u5c06\u54cd\u5e94\u53d8\u91cf\u5206\u7c7b\u4e3a\u4e24\u7c7b\u4e4b\u4e00\u65f6\uff0c\u6211\u4eec\u901a\u5e38\u4f7f\u7528\u903b\u8f91\u56de\u5f52\u3002 \u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u4ee5\u4e0b\u573a\u666f\u4e2d\u4f7f\u7528 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-1162","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - 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