{"id":1189,"date":"2014-04-15T10:17:59","date_gmt":"2014-04-15T02:17:59","guid":{"rendered":"http:\/\/blog.dayandcarrot.net\/?p=1189"},"modified":"2014-04-15T10:17:59","modified_gmt":"2014-04-15T02:17:59","slug":"%e6%94%af%e6%8c%81%e5%90%91%e9%87%8f%e6%9c%ba-support-vector-machine","status":"publish","type":"post","link":"https:\/\/dayandcarrot.space\/?p=1189","title":{"rendered":"\u652f\u6301\u5411\u91cf\u673a Support Vector Machine"},"content":{"rendered":"<p>\u7f51\u4e0a\u7ffb\u4e86\u597d\u51e0\u7bc7\uff0c\u53d1\u73b0\u8fd9\u4e2a\u535a\u5ba2\u91cc\u7684\u652f\u6301\u5411\u91cf\u673a\u7684\u4e1c\u897f\u4ecb\u7ecd\u7684\u6bd4\u8f83\u5168\uff0c\u91cc\u9762\u7684\u516c\u5f0f\u770b\u7740\u4e5f\u6bd4\u8f83\u987a\u773c\u54c8\u54c8~<br \/>\n\u6765\u81ea<a href=\"http:\/\/blog.pluskid.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">http:\/\/blog.pluskid.org\/<\/a><\/p>\n<div>\n<h1>\u652f\u6301\u5411\u91cf\u673a\u7cfb\u5217<\/h1>\n<\/div>\n<div>\n<ul>\n<li>\u57fa\u672c\u7bc7\uff1a\n<ul>\n<li><a href=\"http:\/\/blog.pluskid.org\/?p=632\" target=\"_blank\" rel=\"noopener noreferrer\">\u652f\u6301\u5411\u91cf\u673a: Maximum Margin Classifier<\/a>\u00a0\u2014\u2014 \u652f\u6301\u5411\u91cf\u673a\u7b80\u4ecb\u3002<\/li>\n<li><a href=\"http:\/\/blog.pluskid.org\/?p=682\" target=\"_blank\" rel=\"noopener noreferrer\">\u652f\u6301\u5411\u91cf\u673a: Support Vector<\/a>\u00a0\u2014\u2014 \u4ecb\u7ecd\u652f\u6301\u5411\u91cf\u673a\u76ee\u6807\u51fd\u6570\u7684 dual \u4f18\u5316\u63a8\u5bfc\uff0c\u5e76\u5f97\u51fa\u201c\u652f\u6301\u5411\u91cf\u201d\u7684\u6982\u5ff5\u3002<\/li>\n<li><a href=\"http:\/\/blog.pluskid.org\/?p=685\" target=\"_blank\" rel=\"noopener noreferrer\">\u652f\u6301\u5411\u91cf\u673a\uff1aKernel<\/a>\u00a0\u2014\u2014 \u4ecb\u7ecd\u6838\u65b9\u6cd5\uff0c\u5e76\u7531\u6b64\u5c06\u652f\u6301\u5411\u91cf\u673a\u63a8\u5e7f\u5230\u975e\u7ebf\u6027\u7684\u60c5\u51b5\u3002<\/li>\n<li><a href=\"http:\/\/blog.pluskid.org\/?p=692\" target=\"_blank\" rel=\"noopener noreferrer\">\u652f\u6301\u5411\u91cf\u673a\uff1aOutliers<\/a>\u00a0\u2014\u2014 \u4ecb\u7ecd\u652f\u6301\u5411\u91cf\u673a\u4f7f\u7528\u677e\u5f1b\u53d8\u91cf\u5904\u7406 outliers \u65b9\u6cd5\u3002<\/li>\n<li><a href=\"http:\/\/blog.pluskid.org\/?p=696\" target=\"_blank\" rel=\"noopener noreferrer\">\u652f\u6301\u5411\u91cf\u673a\uff1aNumerical Optimization<\/a>\u00a0\u2014\u2014 \u7b80\u8981\u4ecb\u7ecd\u6c42\u89e3\u6c42\u89e3 SVM \u7684\u6570\u503c\u4f18\u5316\u7b97\u6cd5\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u756a\u5916\u7bc7\uff1a\n<ul>\n<li><a href=\"http:\/\/blog.pluskid.org\/?p=702\" target=\"_blank\" rel=\"noopener noreferrer\">\u652f\u6301\u5411\u91cf\u673a\uff1aDuality<\/a>\u00a0\u2014\u2014 \u5173\u4e8e dual \u95ee\u9898\u63a8\u5bfc\u7684\u4e00\u4e9b\u8865\u5145\u7406\u8bba\u3002<\/li>\n<li><a href=\"http:\/\/blog.pluskid.org\/?p=723\" target=\"_blank\" rel=\"noopener noreferrer\">\u652f\u6301\u5411\u91cf\u673a\uff1aKernel II<\/a>\u00a0\u2014\u2014 \u6838\u65b9\u6cd5\u7684\u4e00\u4e9b\u7406\u8bba\u8865\u5145\uff0c\u5173\u4e8e Reproducing Kernel Hilbert Space \u548c Representer Theorem \u7684\u7b80\u4ecb\u3002<\/li>\n<li>\u652f\u6301\u5411\u91cf\u673a\uff1aRegression \u2014\u2014 \u5173\u4e8e\u5982\u4f55\u4f7f\u7528 SVM \u6765\u505a Regression \u7684\u7b80\u4ecb\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u7f51\u4e0a\u7ffb\u4e86\u597d\u51e0\u7bc7\uff0c\u53d1\u73b0\u8fd9\u4e2a\u535a\u5ba2\u91cc\u7684\u652f\u6301\u5411\u91cf\u673a\u7684\u4e1c\u897f\u4ecb\u7ecd\u7684\u6bd4\u8f83\u5168\uff0c\u91cc\u9762\u7684\u516c\u5f0f\u770b\u7740\u4e5f\u6bd4\u8f83\u987a\u773c\u54c8\u54c8~ \u6765\u81eahttp:\/\/blog.pluskid.org\/ \u652f\u6301\u5411\u91cf\u673a\u7cfb\u5217 \u57fa\u672c\u7bc7\uff1a \u652f\u6301\u5411\u91cf\u673a: Maximum Margin Classifier\u00a0\u2014\u2014 \u652f\u6301\u5411\u91cf\u673a\u7b80\u4ecb\u3002 \u652f\u6301\u5411\u91cf\u673a: Support Vector\u00a0\u2014\u2014 \u4ecb\u7ecd\u652f\u6301\u5411\u91cf\u673a\u76ee\u6807\u51fd\u6570\u7684 dual \u4f18\u5316\u63a8\u5bfc\uff0c\u5e76\u5f97\u51fa\u201c\u652f\u6301\u5411\u91cf\u201d\u7684\u6982\u5ff5\u3002 \u652f\u6301\u5411\u91cf\u673a\uff1aKernel\u00a0\u2014\u2014 \u4ecb\u7ecd\u6838\u65b9\u6cd5\uff0c\u5e76\u7531\u6b64\u5c06\u652f\u6301\u5411\u91cf\u673a\u63a8\u5e7f\u5230\u975e\u7ebf\u6027\u7684\u60c5\u51b5\u3002 \u652f\u6301\u5411\u91cf\u673a\uff1aOutliers\u00a0\u2014\u2014 \u4ecb\u7ecd\u652f\u6301\u5411\u91cf\u673a\u4f7f\u7528\u677e\u5f1b\u53d8\u91cf\u5904\u7406 outliers \u65b9\u6cd5\u3002 \u652f\u6301\u5411\u91cf\u673a\uff1aNumerical Optimization\u00a0\u2014\u2014 \u7b80\u8981\u4ecb\u7ecd\u6c42\u89e3\u6c42\u89e3 SVM \u7684\u6570\u503c\u4f18\u5316\u7b97\u6cd5\u3002 \u756a\u5916\u7bc7\uff1a \u652f\u6301\u5411\u91cf\u673a\uff1aDuality\u00a0\u2014\u2014 \u5173\u4e8e dual \u95ee\u9898\u63a8\u5bfc\u7684\u4e00\u4e9b\u8865\u5145\u7406\u8bba\u3002 \u652f\u6301\u5411\u91cf\u673a\uff1aKernel II\u00a0\u2014\u2014 \u6838\u65b9\u6cd5\u7684\u4e00\u4e9b\u7406\u8bba\u8865\u5145\uff0c\u5173\u4e8e Reproducing Kernel Hilbert Space \u548c Representer Theorem \u7684\u7b80\u4ecb\u3002 \u652f\u6301\u5411\u91cf\u673a\uff1aRegression \u2014\u2014 \u5173\u4e8e\u5982\u4f55\u4f7f\u7528 SVM \u6765\u505a Regression \u7684\u7b80\u4ecb\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[108,170],"class_list":["post-1189","post","type-post","status-publish","format-standard","hentry","category-study","tag-svm","tag-170"],"_links":{"self":[{"href":"https:\/\/dayandcarrot.space\/index.php?rest_route=\/wp\/v2\/posts\/1189","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dayandcarrot.space\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dayandcarrot.space\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dayandcarrot.space\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/dayandcarrot.space\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1189"}],"version-history":[{"count":0,"href":"https:\/\/dayandcarrot.space\/index.php?rest_route=\/wp\/v2\/posts\/1189\/revisions"}],"wp:attachment":[{"href":"https:\/\/dayandcarrot.space\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1189"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dayandcarrot.space\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1189"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dayandcarrot.space\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1189"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}