{"id":272,"date":"2024-03-17T14:02:41","date_gmt":"2024-03-17T06:02:41","guid":{"rendered":"https:\/\/www.xuzhe.tj.cn\/?p=272"},"modified":"2025-05-03T09:29:51","modified_gmt":"2025-05-03T01:29:51","slug":"reinforced-quasi-random-forest","status":"publish","type":"post","link":"https:\/\/www.xuzhe.tj.cn\/index.php\/2024\/03\/17\/reinforced-quasi-random-forest\/","title":{"rendered":"Reinforced quasi-random forest | \u8bba\u6587\u7b14\u8bb0"},"content":{"rendered":"\n

\u82f1\u6587\u9898\u76ee\uff1a<\/p>\n\n\n

Reinforced quasi-random forest<\/p>\n\n\n

\u4e2d\u6587\u9898\u76ee\uff1a<\/p>\n\n\n

\u5f3a\u5316\u51c6\u968f\u673a\u68ee\u6797<\/p>\n\n\n\n

\u4f5c\u8005\uff1a<\/p>\n\n\n

Paul, Angshuman; Mukherjee, Dipti Prasad<\/p>\n\n\n

\u53d1\u8868\u671f\u520a \u6216 \u4f1a\u8bae\uff1a<\/p>\n\n\n

Pattern Recognition<\/p>\n\n\n

\u53d1\u8868\u65e5\u671f\uff1a<\/p>\n\n\n

2019-10-01<\/p>\n\n\n

\u968f\u673a\u68ee\u6797\u662f\u4e00\u79cd\u5e7f\u6cdb\u4f7f\u7528\u4e14\u7cbe\u5ea6\u5f88\u9ad8\u7684\u96c6\u6210\u5b66\u4e60\u65b9\u6cd5,\u4f46\u4ecd\u6709\u8fdb\u4e00\u6b65\u63d0\u5347\u6027\u80fd\u7684\u7a7a\u95f4\u3002\u6700\u8fd1,\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u589e\u5f3a\u578b\u968f\u673a\u68ee\u6797\u7684\u65b0\u65b9\u6cd5,\u79f0\u4e3a”\u5f3a\u5316\u62df\u968f\u673a\u68ee\u6797”(Reinforced Quasi-Random Forest, RQRF)\u3002\u8fd9\u79cd\u65b9\u6cd5\u5728\u539f\u6709\u968f\u673a\u68ee\u6797\u7684\u57fa\u7840\u4e0a,\u901a\u8fc7\u8fed\u4ee3\u5730\u589e\u52a0\u65b0\u7684\u51b3\u7b56\u6811\u6765\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60,\u540c\u65f6\u4f1a\u8bc6\u522b\u51fa\u5bfc\u81f4\u8bad\u7ec3\u6570\u636e\u88ab\u9519\u8bef\u5206\u7c7b\u7684\u5c5e\u6027,\u5e76\u5728\u6784\u5efa\u65b0\u6811\u65f6\u964d\u4f4e\u8fd9\u4e9b\u5c5e\u6027\u7684\u91cd\u8981\u6027\u3002\u53e6\u5916,\u65b0\u589e\u7684\u6811\u5177\u6709\u6b63\u4ea4\u6027\u4e14\u5c5e\u6027\u9009\u62e9\u662f\u786e\u5b9a\u6027\u7684,\u56e0\u6b64\u88ab\u79f0\u4e3a”\u62df\u968f\u673a”\u6811\u3002\u901a\u8fc7\u4e00\u79cd\u65b0\u9896\u7684\u9759\u7535\u6a21\u578b,\u53ef\u4ee5\u4ece\u65b0\u589e\u6811\u4e2d\u9009\u51fa\u6700\u4f73\u7684\u6811\u52a0\u5165\u5230\u539f\u59cb\u7684\u968f\u673a\u68ee\u6797\u4e2d,\u4ece\u800c\u6700\u5927\u7a0b\u5ea6\u5730\u63d0\u9ad8\u5206\u7c7b\u7cbe\u5ea6\u3002<\/p>\n\n\n

\u5b9e\u9a8c\u8868\u660e,\u8fd9\u79cd\u5f3a\u5316\u62df\u968f\u673a\u68ee\u6797\u65b9\u6cd5\u5728\u4e73\u817a\u764c\u6570\u636e\u96c6\u4e0a\u68c0\u6d4b\u6709\u4e1d\u5206\u88c2\u7ec6\u80de\u6838\u7684\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6539\u8fdb,\u4e0e\u5176\u4ed6\u6700\u65b0\u65b9\u6cd5\u76f8\u6bd4\u6027\u80fd\u66f4\u4f18\u3002\u5728\u4e00\u4e9b\u57fa\u51c6\u6570\u636e\u96c6\u4e0a,\u5206\u7c7b\u9519\u8bef\u7387\u6700\u591a\u964d\u4f4e\u4e8614%\u3002\u8fd9\u9879\u7814\u7a76\u5c55\u793a\u4e86\u5f3a\u5316\u5b66\u4e60\u5728\u8fdb\u4e00\u6b65\u63d0\u5347\u968f\u673a\u68ee\u6797\u6027\u80fd\u65b9\u9762\u7684\u5de8\u5927\u6f5c\u529b\u3002<\/p>\n\n\n

\u8fd9\u7bc7\u8bba\u6587\u9002\u5408\u5bf9\u673a\u5668\u5b66\u4e60\u5c24\u5176\u662f\u96c6\u6210\u5b66\u4e60\u7b97\u6cd5\u611f\u5174\u8da3\u7684\u7814\u7a76\u4eba\u5458\u9605\u8bfb,\u7279\u522b\u662f\u90a3\u4e9b\u5e0c\u671b\u4e86\u89e3\u5982\u4f55\u5c06\u5f3a\u5316\u5b66\u4e60\u601d\u60f3\u5e94\u7528\u5230\u51b3\u7b56\u6811\u96c6\u6210\u6a21\u578b\u4e2d,\u4ee5\u8fdb\u4e00\u6b65\u63d0\u9ad8\u5206\u7c7b\u6027\u80fd\u7684\u4eba\u3002\u6b64\u5916,\u8bba\u6587\u4e5f\u5c55\u793a\u4e86Attribution of importance\u548c\u6b63\u4ea4\u6811\u5728\u968f\u673a\u68ee\u6797\u6539\u8fdb\u4e2d\u7684\u91cd\u8981\u4f5c\u7528,\u503c\u5f97\u5173\u6ce8\u3002<\/p>\n\n\n

<\u7814\u7a76\u80cc\u666f\u4e0e\u76ee\u7684><\/p>\n\n\n

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<\u521b\u65b0\u70b9><\/p>\n\n\n

    \n
  1. \u63d0\u51fa\u4e86\u4e00\u79cd\u786e\u5b9a\u5c5e\u6027\u91cd\u8981\u6027\u7684\u65b0\u65b9\u6cd5,\u53ef\u4ee5\u53bb\u9664\u4e0d\u91cd\u8981\u7684\u5c5e\u6027\u3002<\/li>\n
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    <\/li>\n<\/ol>\n\n\n

    <\u7ed3\u8bba><\/p>\n\n\n

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    <\u5b9e\u9a8c\u5185\u5bb9><\/p>\n\n\n

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    <\u5bf9\u672c\u9886\u57df\u7684\u8d21\u732e><\/p>\n\n\n

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    <\u4e3b\u8981\u5b9a\u7406><\/p>\n\n\n

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    <\u5b58\u5728\u7684\u4e0d\u8db3><\/p>\n\n\n

      \n
    1. \u5bf9\u5c0f\u6570\u636e\u96c6(\u5982Madelon)\u7684\u53ef\u91cd\u590d\u6027\u4ecd\u6709\u5f85\u63d0\u9ad8\u3002 <\/li>\n
    2. \u4e32\u884c\u6784\u5efa\u51c6\u968f\u673a\u6811\u4f1a\u5f71\u54cd\u7b97\u6cd5\u901f\u5ea6\u3002
      <\/li>\n<\/ol>\n\n\n

      <\u672a\u6765\u7684\u5de5\u4f5c><\/p>\n\n\n

        \n
      1. \u63a2\u7d22\u901a\u8fc7\u6700\u4f18\u6570\u91cf\u7684\u6b63\u4ea4\u6811\u8fdb\u884c\u52a0\u5f3a\u7684\u53ef\u80fd\u6027,\u4ee5\u8fdb\u4e00\u6b65\u63d0\u9ad8\u6548\u7387\u3002<\/li>\n
      2. \u7814\u7a76\u8be5\u65b9\u6cd5\u5728\u4e00\u6b21\u6027\u5b66\u4e60(one-shot learning)\u4e2d\u7684\u5e94\u7528\u524d\u666f\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

        \u82f1\u6587\u9898\u76ee\uff1a Reinforced quasi-random …<\/p>\n","protected":false},"author":1,"featured_media":517,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[26],"tags":[27,23,24,25],"class_list":["post-272","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-26","tag-ensemble-learning","tag-machine-learning","tag-random-forest","tag-reading-paper"],"_links":{"self":[{"href":"https:\/\/www.xuzhe.tj.cn\/index.php\/wp-json\/wp\/v2\/posts\/272","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.xuzhe.tj.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.xuzhe.tj.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.xuzhe.tj.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.xuzhe.tj.cn\/index.php\/wp-json\/wp\/v2\/comments?post=272"}],"version-history":[{"count":2,"href":"https:\/\/www.xuzhe.tj.cn\/index.php\/wp-json\/wp\/v2\/posts\/272\/revisions"}],"predecessor-version":[{"id":290,"href":"https:\/\/www.xuzhe.tj.cn\/index.php\/wp-json\/wp\/v2\/posts\/272\/revisions\/290"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.xuzhe.tj.cn\/index.php\/wp-json\/wp\/v2\/media\/517"}],"wp:attachment":[{"href":"https:\/\/www.xuzhe.tj.cn\/index.php\/wp-json\/wp\/v2\/media?parent=272"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.xuzhe.tj.cn\/index.php\/wp-json\/wp\/v2\/categories?post=272"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.xuzhe.tj.cn\/index.php\/wp-json\/wp\/v2\/tags?post=272"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}