{"id":115364,"date":"2019-05-22T11:15:53","date_gmt":"2019-05-22T03:15:53","guid":{"rendered":"http:\/\/www.fagao.me\/?p=115364"},"modified":"2019-05-22T11:15:53","modified_gmt":"2019-05-22T03:15:53","slug":"%e5%b9%b2%e8%b4%a7%e6%94%b6%e8%97%8f-%e7%bb%9f%e8%ae%a1%e5%88%86%e6%9e%90-%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%9c%80%e5%bc%ba%e6%95%b4%e7%90%86%e6%8c%87%e5%8d%97%e7%ac%ac%e4%b8%89%e7%89%88","status":"publish","type":"post","link":"https:\/\/www.fagao.me\/p\/115364.htm","title":{"rendered":"\u5e72\u8d27\u6536\u85cf \u7edf\u8ba1\u5206\u6790 \u673a\u5668\u5b66\u4e60\u6700\u5f3a\u6574\u7406\u6307\u5357(\u7b2c\u4e09\u7248)"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.fagao.me\/images\/uploads\/2021_022.jpg\" alt=\"\"><\/p>\n<div class=\"focusup\"><\/div>\n<p><span><strong><span style=\"font-size: 20px;\">\u201c<\/span><\/strong><\/span><span>\u8fd9\u7bc7\u6587\u7ae0\u7684\u521d\u8877\u662f\u56e0\u4e3a\u7ecf\u5e38\u901b\u8bba\u575b\u3001\u77e5\u4e4e\u6216\u8005\u5728\u5fae\u4fe1\u7fa4\u7684\u65f6\u5019\uff0c\u90fd\u4f1a\u9047\u5230\u6709\u670b\u53cb\u95ee\uff0c\u5982\u679c\u60f3\u5b66\u4e60\u7edf\u8ba1\u5206\u6790\u6216\u8005\u673a\u5668\u5b66\u4e60\u6709\u4ec0\u4e48\u63a8\u8350\u7684\u8d44\u6599\uff0c\u56e0\u6b64\u6d69\u5f6c\u8001\u6495\u6839\u636e\u81ea\u5df1\u7684\u7ecf\u9a8c\u548c\u6570\u636e\u5206\u6790\u4e13\u5bb6\u7684\u5efa\u8bae\u603b\u7ed3\u4e86\u4e00\u4e2a<strong>\u5b66\u4e60\u6e05\u5355<\/strong>\u3002\u5176\u5b9e\u6211\u4eec\u90fd\u6709\u8fc7\u8f6c\u53d1\u67d0\u7c7b\u6587\u7ae0\uff0c\u7136\u540e\u53ef\u4ee5\u4e0b\u8f7d\u4e00\u5927\u5806\u8d44\u6599\u7684\u7ecf\u5386\u3002\u4f46\u95ee\u9898\u662f\u8fd9\u4e9b\u6750\u6599\u6211\u4eec\u4e0b\u8f7d\u540e\u5c31\u4e00\u76f4\u653e\u5728\u90a3\u5176\u5b9e\u4e00\u76f4\u90fd\u6ca1\u6709\u770b\u8fc7\u7684\u3002<\/span><\/p>\n<p><span>#\u5173\u4e8e\u8fd9\u4efd\u5b66\u4e60\u6e05\u5355#<\/span><\/p>\n<ol>\n<li>\n<p><span>\u6211\u4f1a\u6309\u7167\u57fa\u7840\u5230\u5165\u95e8\u7ed9\u51fa\u8be6\u7ec6\u63a8\u8350\uff0c\u5e76\u4e14\u9644\u4e0a\u4e2a\u4eba\u70b9\u8bc4\u3002<\/span><strong>\u540c\u65f6\u5c3d\u91cf\u505a\u5230\u5404\u4e2a\u8d44\u6599\u5728\u5185\u5bb9\u4e0a\u5e76\u4e0d\u91cd\u590d\uff08\u5373\u4f7f\u5185\u5bb9\u4e0a\u6709\u91cd\u590d\uff0c\u4e5f\u4f1a\u5728\u96be\u5ea6\u4e0a\u505a\u51fa\u533a\u5206\uff09<\/strong><span>\uff0c\u5e0c\u671b\u53ef\u4ee5\u4ee5\u6700\u76f4\u63a5\u7684\u65b9\u5f0f\u544a\u8bc9\u5927\u5bb6\u5e94\u8be5\u600e\u4e48\u9009\u62e9\u3002<\/span><\/p>\n<\/li>\n<li>\n<p><span>\u867d\u7136\u63a8\u8350\u76ee\u5f55\u4e2d\u5305\u542b\u67091,2,3,4,5\u7b49\u987a\u5e8f\uff0c\u4f46\u5e76\u4e0d\u662f\u5efa\u8bae\u6309\u987a\u5e8f\u8fdb\u884c\u9605\u8bfb\uff0c\u6bcf\u4e2a\u90e8\u5206\u5185\u5bb9\u5efa\u8bae\u5982\u4e0b\uff1a<\/span><\/p>\n<\/li>\n<\/ol>\n<ul>\n<li>\n<p><span>0 \u975e\u76f8\u5173\u4e13\u4e1a\u7b80\u5355\u5165\u95e8\uff1a\u5982\u4f60\u662f\u8de8\u4e13\u4e1a\u5b66\u4e60\uff0c\u5efa\u8bae\u9605\u8bfb\u8be5\u5165\u95e8\u90e8\u5206\u5185\u5bb9\u3002\u5982\u679c\u4f60\u5df2\u6709\u76f8\u5173\u57fa\u7840\uff0c\u53ef\u4ee5\u8df3\u8fc7\u6b64\u90e8\u5206\uff1b\u53e6\u5916\u300a\u8c01\u8bf4\u83dc\u9e1f\u7cfb\u5217\u300b\u63a8\u8350\u7ea7\u522b\u9ad8\u4e8e\u300a\u6df1\u5165\u6d45\u51fa\u7cfb\u5217\u300b\uff1b<\/span><\/p>\n<\/li>\n<li>\n<p><span>1 \u5148\u9a8c\u77e5\u8bc6\uff1a<span>\u8fd9\u90e8\u5206\u5c5e\u4e8e\u5148\u9a8c\u77e5\u8bc6\uff0c\u4f46\u662f\u5728\u5b66\u4e60\u4e0a\u5e76\u4e0d\u9700\u8981\u5b66\u4e60\u597d\u8fd9\u90e8\u5206\u518d\u5f00\u59cb\u7b2c\u4e8c\u9636\u6bb5\u3002\u5b8c\u5168\u53ef\u4ee5\u5148\u8df3\u8fc7\u8be5\u90e8\u5206\u5185\u5bb9\uff0c\u4e8b\u540e\u518d\u8865\u5145\u5b66\u4e60\uff1b<\/span><\/span><\/p>\n<\/li>\n<li>\n<p><span>2 \u7edf\u8ba1\u5206\u6790\u5b66\u4e60\u8d44\u6599\uff1a\u5efa\u8bae\u9009\u62e9\u5176\u4e00\u5b66\u4e60\u5373\u53ef\uff0c\u5176\u4e2d\u7edf\u8ba1\u63a8\u65ad\u53ef\u4ee5\u4f5c\u4e3a\u8fdb\u9636\u4e8e\u90fd\uff1b<\/span><\/p>\n<\/li>\n<li>\n<p><span>3 \u673a\u5668\u5b66\u4e60\u8d44\u6599\uff0c\u4f18\u5148\u63a8\u8350\u5434\u6069\u8fbe\u7684\u673a\u5668\u5b66\u4e60\u8bfe\u7a0b\u53ca\u897f\u74dc\u4e66\uff1b\u5916\u6587\u7cfb\u5217\u53ef\u4ee5\u4f5c\u4e3a\u8fdb\u9636\u9009\u62e9\u6027\u9605\u8bfb\uff1b<\/span><\/p>\n<\/li>\n<li>\n<p><span>4 SPSS\u5b66\u4e60\u8d44\u6599\uff1a\u5efa\u8bae\u6839\u636e\u5b98\u65b9\u6559\u7a0b\u8fdb\u884c\u5165\u95e8\u5b66\u4e60\uff1b\u6df1\u5165\u5b66\u4e60\u5f3a\u70c8\u63a8\u8350\u300a<span>IBM SPSS\u6570\u636e\u5206\u6790\u4e0e\u6316\u6398\u5b9e\u6218\u6848\u4f8b\u7cbe\u7cb9<\/span>\u300b\u3002\u6309\u4e66\u4ece\u6848\u4f8b\u5206\u6790\u51fa\u53d1\uff0c\u80fd\u591f\u4ece\u5206\u6790\u601d\u8def\u548c\u5b9e\u8df5\u7ecf\u9a8c\u4e0a\u63d0\u4f9b\u5f88\u5927\u5e2e\u52a9\u3002<\/span><\/p>\n<\/li>\n<li>\n<p><span>5 R\u8bed\u8a00\u5b66\u4e60\u8d44\u6599\uff1a\u63a8\u8350\u300aR\u8bed\u8a00\u5b9e\u6218\u300b<\/span><\/p>\n<\/li>\n<li>\n<p><span>6\u884c\u4e1a\u5e94\u7528\u8d44\u6599\uff1a\u6839\u636e\u9700\u8981\u9009\u62e9\u6027\u9605\u8bfb<\/span><\/p>\n<\/li>\n<\/ul>\n<p><span>\u53e6\u5916\uff0c\u5305\u62ec\u4e3b\u8981\u8d44\u6e90\u5305\u62ec\uff1a\u89c6\u9891\u8bfe\u7a0b\uff08\u514d\u8d39\uff0c\u5e26\u94fe\u63a5\uff09\uff0c\u4e66\u7c4d\uff08\u8c46\u74e3\u8bc4\u5206+\u70b9\u8bc4\uff0c\u90e8\u5206\u6709\u5b98\u65b9\u7535\u5b50\u4e66\uff09\uff0c\u5176\u4e2d\u8d44\u6e90\u5217\u8868\u5982\u4e0b\uff1a<\/span><\/p>\n<p><span>\u89c6\u9891\u8bfe\u7a0b\uff1a<\/span><\/p>\n<ol>\n<li>\n<p><strong><span><span>\u53ef\u6c57\u5b66\u9662\u6570\u5b66\/\u7edf\u8ba1\u5b66\u7c7b\u8bfe\u7a0b<\/span><\/span><\/strong><\/p>\n<p>https:\/\/open.163.com\/khan\/<\/p>\n<\/li>\n<li>\n<p><strong><span><span>\u5434\u6069\u8fbe\u673a\u5668\u5b66\u4e60\u8bfe\u7a0b\uff1a<\/span><\/span><\/strong><\/p>\n<p><span>Coursera<\/span><span>\u5730\u5740\uff1a<\/span><\/p>\n<p><span>2019\/20190426A\/F019379<br \/>\n<\/span><\/p>\n<\/li>\n<\/ol>\n<p><span>\u4e0b\u8f7d\u8d44\u6e90\uff08\u90e8\u5206\u6b63\u7248\u8d44\u6e90\u5df2\u7ecf\u6253\u5305\u5728\u767e\u5ea6\u7f51\u76d8\uff0c\u4e3a\u652f\u6301\u4f5c\u8005\uff0c\u5efa\u8bae\u901a\u8fc7\u5b98\u65b9\u94fe\u63a5\u4e0b\u8f7d\uff09\uff1a<\/span><\/p>\n<p><strong><span>\u7f51\u76d8\u4e0b\u8f7d\u94fe\u63a5\uff1a<\/span><\/strong><\/p>\n<p><strong><span>\u94fe\u63a5: 2019\/20190426A\/F019380 \u5bc6\u7801: g6ve<\/span><\/strong><\/p>\n<ol>\n<li>\n<p><strong><span>SPSS Modeler\u8bd5\u7528\u4e0b\u8f7d\uff1a<\/span><\/strong><\/p>\n<p><span>2019\/20190426A\/F019384 <\/p>\n<li>\n<p><span><\/span><strong><span>SPSS Modeler\u5b98\u65b9\u6587\u6863\uff08\u591a\u56fd\u8bed\u8a00\uff09\uff08\u4e3b\u8981\u4e2d\u6587\u6587\u6863\u5df2\u6253\u5305\uff0c\u53ef\u4ee5\u5728\u767e<\/span><\/strong><strong><span>\u5ea6\u7f51\u76d8\u4e0b\u8f7d\uff09\uff1a<\/span><\/strong><\/p>\n<p><span><\/span><span>http:\/\/www-01.ibm.com\/support\/docview.wss?uid=swg27046871<\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"font-size: 16px;\"><strong>\u300a\u7edf\u8ba1\u5b66\u4e60\u65b9\u6cd5\u300b \u6e05\u534e\u5927\u5b66\u8881\u6625\u8001\u5e08\u5236\u4f5c\u4e86\u914d\u5957\u8bfe\u4ef6\uff0c\u4e0b\u8f7d\u5730\u5740\u4e3a\u8881\u6625\u8001\u5e08\u4e3b\u9875\u6216\u53ef\u5728\u7f51\u76d8\u4e2d\u7edf\u4e00\u4e0b\u8f7d\uff1a<\/strong><\/span><\/p>\n<p>http:\/\/www.sz.tsinghua.edu.cn\/publish\/sz\/139\/2010\/20101218141443318939067\/20101218141443318939067_.html<\/p>\n<\/li>\n<li>\n<p><strong>The Elements of Statistical Learning\uff08\u7edf\u8ba1\u5b66\u4e60\u57fa\u7840\uff09\u6b63\u7248\u7535\u5b50\u4e66\uff0c\u6216\u53ef\u5728\u7f51\u76d8\u4e2d\u7edf\u4e00\u4e0b\u8f7d\uff1a<\/strong><\/p>\n<\/li>\n<p><span style=\"font-size: 16px;\">http:\/\/statweb.stanford.edu\/~tibs\/ElemStatLearn\/<\/span><br \/>\n<\/span><\/p>\n<\/li>\n<\/ol>\n<p><span>\u7b2c\u4e00\u7248\u6982\u8ff0\uff1a\u7b2c\u4e00\u7248\u5b66\u4e60\u6307\u5357\uff0c\u4e3b\u8981\u662f\u57fa\u672c\u7684\u5b66\u4e60\u6846\u67b6\u548c\u5b66\u4e60\u8def\u5f84\uff0c\u901a\u8fc7\u7b2c\u4e00\u7248\u4e66\u5355\uff0c\u76f8\u4fe1\u5927\u5bb6\u80fd\u591f\u5efa\u7acb\u7edf\u8ba1\u5206\u6790\/\u673a\u5668\u5b66\u4e60\u7684\u6574\u4f53\u7406\u8bba\u8ba4\u77e5\u3002<\/span><\/p>\n<p><span>\u7b2c\u4e8c\u7248\u6982\u8ff0\uff1a<strong>\u589e\u52a0\u4e86\u975e\u7edf\u8ba1\/CS\u7ae5\u978b\u7684\u5165\u95e8\u4e66\u7c4d\uff0c\u589e\u52a0\u4e86\u673a\u5668\u5b66\u4e60\u7684\u5916\u6587\u8d44\u6599\u4ecb\u7ecd\uff0c\u589e\u52a0\u4e86\u66f4\u591a\u884c\u4e1a\u5b9e\u8df5\u8d44\u6599\uff0c\u8c03\u6574\u4e86\u90e8\u5206\u4e66\u7c4d\u7684\u63a8\u8350\u987a\u5e8f\u3002<\/strong><\/span><\/p>\n<p><span>\u7b2c\u4e09\u7248\u6982\u8ff0\uff1a\u589e\u52a0\u51f8\u4f18\u5316\u5185\u5bb9\uff0c<strong>\u4fee\u8ba2\u63a8\u8350\u987a\u5e8f\u548c\u5185\u5bb9\uff0c\u589e\u52a0\u8d44\u6e90\u6574\u7406\u677f\u5757<\/strong><\/span><\/p>\n<p><strong><span><span style=\"font-size: 20px;\">0<\/span><\/span><span><span style=\"font-size: 20px;\"><\/span><span style=\"font-size: 20px;\"><\/span><\/span><\/strong><\/p>\n<p><strong><span style=\"font-size: 16px;\">\u975e\u76f8\u5173\u4e13\u4e1a\u7684\u7b80\u5355\u5165\u95e8 <\/span><\/strong><strong><span style=\"font-size: 16px;\"><\/span><\/strong><\/p>\n<p><span>\u7edf\u8ba1\u5206\u6790\/\u673a\u5668\u5b66\u4e60\u5df2\u7ecf\u4e0d\u4ec5\u4ec5\u53ea\u662f\u76f8\u5173\u4e13\u4e1a\u4eba\u58eb\u7684\u79c1\u85cf\uff0c\u73b0\u5728\u6709\u66f4\u591a\u8de8\u4e13\u4e1a\u7684\u7ae5\u978b\u4e5f\u5e0c\u671b\u5b66\u4e60\u76f8\u5173\u77e5\u8bc6\u6765\u63d0\u4f9b\u81ea\u8eab\u9886\u57df\u7684\u80fd\u529b\uff0c\u56e0\u6b64\u8fd9\u91cc\u7b80\u5355\u7ed9\u5927\u5bb6\u4ecb\u7ecd\u51e0\u672c\u7b80\u5355\u7684\u5165\u95e8\u6750\u6599\u3002<\/span><\/p>\n<p><strong><span>0.1 \u57fa\u672c<\/span><\/strong><\/p>\n<p><strong><span>\u300a<span>\u8c01\u8bf4\u83dc\u9e1f\u4e0d\u4f1a\u6570\u636e\u5206\u6790<\/span>\u300b\u7cfb\u5217 \u8c46\u74e3\u8bc4\u5206\uff1a7.3-7.5<\/span><\/strong><\/p>\n<\/p>\n<\/p>\n<p><span>\u5206\u522b\u662f\u5165\u95e8\u7bc7\uff0c\u5de5\u5177\u7bc7\u548cSPSS\u7bc7\u3002\u8be5\u7cfb\u5217\u4e66\u7c4d\u662f\u5f69\u5370\u7684\uff0c<span>\u540c\u65f6\u5165\u95e8\u7bc7\u63d0\u4f9b\u4e86\u6570\u636e\u5206\u6790\u7684\u57fa\u672c\u6982\u5ff5\u548c\u7b80\u5355\u7684Excel\u4f7f\u7528\u6280\u5de7\uff0c\u5de5\u5177\u7bc7\u548cSPSS\u7bc7\u63d0\u4f9b\u4e86\u5bf9\u5de5\u5177\u7684\u5165\u95e8\u638c\u63e1\uff0c\u6574\u4e2a\u7cfb\u5217\u7684<\/span>\u597d\u5904\u662f\u76f4\u89c2\u7b80\u5355\uff0c\u80fd\u591f\u5e2e\u52a9\u975e\u76f8\u5173\u7684\u4e13\u4e1a\u4eba\u58eb\u5feb\u901f\u5efa\u7acb\u8d77\u5bf9\u57fa\u672c\u6982\u5ff5\u7684\u8ba4\u77e5\u548c\u57fa\u672c\u7684\u6570\u636e\u5206\u6790\u601d\u60f3\uff0c\u786c\u8981\u8bf4\u201c\u7f3a\u70b9\u201d\u5219\u662f\u8fc7\u4e8e\u7b80\u5355\uff0c\u4f46\u5bf9\u4e8e\u5165\u95e8\u540c\u5b66\u6765\u8bf4\uff0c\u8fd9\u4e2a\u5c42\u9762\u521a\u521a\u597d\u3002<\/span><\/p>\n<p><span>\u4e09\u672c\u4e66\u7684\u5185\u5bb9\u5176\u5b9e\u5728\u6570\u636e\u5206\u6790\u57fa\u672c\u6982\u5ff5\u8fd9\u90e8\u5206\u90fd\u662f\u5b58\u5728\u90e8\u5206\u91cd\u590d\uff0c\u56e0\u6b64\u53ef\u4ee5\u6839\u636e\u9700\u8981\u5148\u4e70\u4e00\u672c\uff08\u5efa\u8bae\u9ec4\u8272\u5165\u95e8\u7bc7\uff09\uff0c\u5982\u679c\u4f60\u8fd8\u8bb0\u5f97\u591a\u5e74\u524d\u5b66\u8fc7\u7684\u57fa\u672c\u5206\u6790\u77e5\u8bc6\uff0c\u66f4\u5177\u73b0\u5728\u7684\u5de5\u5177\u4f7f\u7528\u60c5\u51b5\u53ef\u4ee5\u8003\u8651\u5de5\u5177\u7bc7\uff08\u73b0\u5728\u7684\u4f60\u9700\u8981\u7ecf\u5e38Excel\uff0c\u60f3\u5b66\u4e60\u5199\u4e00\u4efd\u7b80\u5355\u7684\u5206\u6790\u62a5\u544a\uff09\u6216SPSS\u7bc7\uff08\u73b0\u5728\u7684\u4f60\uff0c\u88ab\u671f\u671b\u4f7f\u7528\u4e00\u4e9b\u7edf\u8ba1\u5206\u6790\u65b9\u6cd5\uff0c\u6709\u4e00\u4e9b\u7a0d\u6df1\u5165\u4e00\u70b9\u7684\u89c1\u89e3\uff09<\/span><\/p>\n<p><strong><span>0.2 \u6df1\u5165\u6d45\u51fa\u7cfb\u5217\u7edf\u8ba1\u5b66\uff0c\u6df1\u5165\u6d45\u51fa\u6570\u636e\u5206\u6790\uff08\u8c46\u74e3\u8bc4\u52068.2,\/\u8c46\u74e3\u8bc4\u52067.6\uff09<\/span><\/strong><\/p>\n<p><span>\u6bd5\u7adf\u662f\u57fa\u672c\u5165\u95e8\uff0c\u6d69\u5f6c\u8001\u6495\u8ba4\u4e3a\u53ea\u9009\u4e00\u4e2a\u7cfb\u5217\u5c31\u8db3\u591f\u4e86\u3002\u5982\u679c\u4f60\u786e\u5b9e\u60f3\u770b\u5f97\u66f4\u591a\u65c1\u6572\u4fa7\u51fb\uff0c\u53ef\u4ee5\u770b\u770b\u300a<span>\u6df1\u5165\u6d45\u51fa\u7edf\u8ba1\u5b66<\/span>\u300b\uff0c\u4ee5\u53ca\u300a<span>\u6df1\u5165\u6d45\u51fa\u6570\u636e\u5206\u6790<\/span>\u300b\u3002\u76f8\u6bd4\u4e8e\u300a\u83dc\u9e1f\u300b\u7cfb\u5217\uff0c\u6d69\u5f6c\u8001\u6495\u8ba4\u4e3a\u300a\u6df1\u5165\u6d45\u51fa\u7cfb\u5217\u300b\u5185\u5bb9\u7a0d\u591a\uff0c\u4f46\u662f\u884c\u6587\u903b\u8f91\u76f8\u6bd4\u4e8e\u300a\u83dc\u9e1f\u300b\u7565\u6709\u53d1\u6563\uff0c\u4e2a\u4eba\u66f4\u5efa\u8bae\u300a\u83dc\u9e1f\u300b\u7cfb\u5217\u3002<\/span><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.fagao.me\/images\/uploads\/F001.jpg\" alt=\"\"><\/p>\n<\/p>\n<p><strong><span><span style=\"font-size: 20px;\">1<\/span><\/span><span><span style=\"font-size: 20px;\"><\/span><span style=\"font-size: 20px;\"><\/span><\/span><\/strong><\/p>\n<p><strong><span style=\"font-size: 16px;\">\u5148\u9a8c\u77e5\u8bc6 <\/span><\/strong><strong><span style=\"font-size: 16px;\"><\/span><\/strong><\/p>\n<p><span>\u7531\u4e8e\u7edf\u8ba1\u5b66\u6982\u7387\u8bba\u751a\u81f3\u5230\u673a\u5668\u5b66\u4e60\u4f1a\u5bf9\u6570\u5b66\u57fa\u7840\u6709\u4e00\u5b9a\u8981\u6c42\uff0c\u6240\u4ee5\u8fd9\u91cc\u7ed9\u51fa\u4e00\u4e9b\u5148\u9a8c\u77e5\u8bc6\u7684\u5185\u5bb9\u63a8\u8350\uff0c\u4e3b\u8981\u662f\u77e9\u9635\u65b9\u9762\u3002<\/span><\/p>\n<p><strong><span>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5c3d\u7ba1\u8fd9\u90e8\u5206\u5c5e\u4e8e\u5148\u9a8c\u77e5\u8bc6\uff0c\u4f46\u662f\u5728\u5b66\u4e60\u4e0a\u5e76\u4e0d\u9700\u8981\u5b66\u4e60\u597d\u8fd9\u90e8\u5206\u518d\u5f00\u59cb\u7b2c\u4e8c\u9636\u6bb5\u3002\u5b8c\u5168\u53ef\u4ee5\u5148\u8df3\u8fc7\u8be5\u90e8\u5206\u5185\u5bb9\uff0c\u4e8b\u540e\u518d\u8865\u5145\u5b66\u4e60\u3002<\/span><\/strong><\/p>\n<p><strong><span>1.1 <\/span><\/strong><span><\/span><strong><span>\u8bfe\u7a0b<\/span><\/strong><\/p>\n<p><strong><span>\u53ef\u6c57\u5b66\u9662\u516c\u5f00\u8bfe\uff1a\u7ebf\u6027\u4ee3\u6570\u8bfe\u7a0b<\/span><\/strong><\/p>\n<p><span>http:\/\/open.163.com\/special\/Khan\/linearalgebra.html<\/span><\/p>\n<p><span>\u56e0\u4e3a\u7f51\u6613\u516c\u5f00\u8bfe\u6709\u7ffb\u8bd1\uff0c\u8fd9\u91cc\u662f\u4e2d\u6587\u5b57\u5e55\u8bfe\u7a0b\u94fe\u63a5\uff0c\u8fd9\u91cc\u771f\u8981\u7ed9\u7f51\u6613100\u4e2a\u8d5e\uff0c\u5b57\u5e55\u505a\u5f97\u5f88\u597d\u3002<\/span><\/p>\n<\/p>\n<p><span>\u201c\u53ef\u6c57\u5b66\u9662(Khan Academy)\uff0c\u662f\u7531\u5b5f\u52a0\u62c9\u88d4\u7f8e\u56fd\u4eba\u8428\u5c14\u66fc\u00b7\u53ef\u6c57\u521b\u7acb\u7684\u4e00\u5bb6\u6559\u80b2\u6027\u975e\u8425\u5229\u7ec4\u7ec7\uff0c\u4e3b\u65e8\u5728\u4e8e\u5229\u7528\u7f51\u7edc\u5f71\u7247\u8fdb\u884c\u514d\u8d39\u6388\u8bfe\uff0c\u73b0\u6709\u5173\u4e8e\u6570\u5b66\u3001\u5386\u53f2\u3001\u91d1\u878d\u3001\u7269\u7406\u3001\u5316\u5b66\u3001\u751f\u7269\u3001\u5929\u6587\u5b66\u7b49\u79d1\u76ee\u7684\u5185\u5bb9\uff0c\u6559\u5b66\u5f71\u7247\u8d85\u8fc72000\u6bb5\uff0c\u673a\u6784\u7684\u4f7f\u547d\u662f\u52a0\u5feb\u5404\u5e74\u9f84\u5b66\u751f\u7684\u5b66\u4e60\u901f\u5ea6\u3002\u201d<\/span><strong><span><\/span><\/strong><\/p>\n<p><strong><span>1.2 <\/span><span>\u53c2\u8003\u4e66\u7c4d<\/span><\/strong><\/p>\n<p><strong><span>\uff081\uff09\u7ebf\u6027\u4ee3\u6570 \u8c46\u74e3\u8bc4\u52067.3<\/span><\/strong><\/p>\n<\/p>\n<p><span>\u6e05\u534e\u5c45\u4f59\u9a6c\u8001\u5e08\u7684\u7ebf\u6027\u4ee3\u6570\u6559\u6750\uff0c<\/span><span>\u6bd4\u8f83\u7ecf\u5178\u7684\u6559\u6750\u4e86\uff0c\u91cc\u9762\u7684\u77e5\u8bc6\u8db3\u591f\u652f\u6491\u6211\u4eec\u540e\u7eed\u7edf\u8ba1\u5206\u6790\u548c\u673a\u5668\u5b66\u4e60\u9700\u8981\u3002<\/span><\/p>\n<p><strong><span style=\"font-size: 16px;\">\uff082\uff09\u9ad8\u7b49\u4ee3\u6570 \u8c46\u74e3\u8bc4\u52068.1<\/span><\/strong><\/p>\n<\/p>\n<p><span style=\"font-size: 16px;\">\u76f8\u6bd4\u4e8e\u7ebf\u6027\u4ee3\u6570\uff0c\u9ad8\u7b49\u4ee3\u6570\u66f4\u52a0\u6df1\u5165\uff0c\u4e00\u822c\u7ebf\u6027\u4ee3\u6570\u4e3a\u975e\u6570\u5b66\u4e13\u4e1a\u6240\u7528\uff0c\u6570\u5b66\u7c7b\u4e13\u4e1a\u4e00\u822c\u5b66\u4e60\u9ad8\u7b49\u4ee3\u6570\u3002\u4e0d\u8fc7\u4e00\u822c\u60c5\u51b5\u4e0b\uff0c\u7ebf\u6027\u4ee3\u6570\u4e5f\u8db3\u591f\u4f7f\u7528\u4e86\u3002<\/span><\/p>\n<p><strong><span style=\"font-size: 16px;\">\uff083\uff09\u51f8\u4f18\u5316 \u8c46\u74e3\u8bc4\u52069.6<\/span><\/strong><\/p>\n<\/p>\n<p><span style=\"font-size: 16px;\">\u5728\u673a\u5668\u5b66\u4e60\u9886\u57df\uff0c\u9664\u4e86\u77e9\u9635\u76f8\u5173\u77e5\u8bc6\u5916\uff0c\u51f8\u4f18\u5316\u7684\u53ea\u662f\u4e5f\u662f\u6781\u5176\u7684\u91cd\u8981\u3002\u4e00\u65e6\u4f60\u5f00\u59cb\u5b66\u4e60\u673a\u5668\u5b66\u4e60\u76f8\u5173\u7b97\u6cd5\u7406\u8bba\uff0c\u4f60\u4f1a\u53d1\u73b0\u5f88\u6709\u7406\u8bba\u7684\u6e90\u5934\u90fd\u80fd\u5728\u8fd9\u91cc\u627e\u5230\u5f88\u597d\u7684\u89e3\u91ca\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px;\">\u5f53\u7136\uff0c\u5728\u540e\u7eed\u5b66\u4e60\u4e2d\u6709\u4e9b\u7b97\u6cd5\u4e5f\u4f1a\u7528\u5230\u5fae\u79ef\u5206\u7684\u77e5\u8bc6\uff0c\u4f46\u662f\u90fd\u6bd4\u8f83\u57fa\u7840\uff0c\u56e0\u6b64\u9047\u5230\u4e0d\u61c2\u7684\u65f6\u5019\u76f4\u63a5\u67e5\u8d44\u6599\u5373\u53ef\uff0c\u5c31\u6ca1\u6709\u7279\u5b9a\u63a8\u8350\u6750\u6599\u4e86\u3002<\/span><\/p>\n<p><span><strong><span style=\"font-size: 20px;\">2<\/span><\/strong><\/span><\/p>\n<p><strong>\u7edf\u8ba1\u5206\u6790\u5b66\u4e60\u8d44\u6599<\/strong><\/p>\n<p><strong><span style=\"font-size: 16px;\">2.1 <\/span><span style=\"font-size: 16px;\">\u7edf\u8ba1\u5b66\/\u6982\u7387\u8bfe\u7a0b<\/span><\/strong><\/p>\n<p><span style=\"font-size: 16px;\">\u540c\u6837\u63a8\u8350\u53ef\u6c57\u5b66\u9662\u7684\u7edf\u8ba1\u5b66\u548c\u6982\u7387\u8bfe\u7a0b\uff0c\u800c\u4e14\u521a\u597d\u8fd9\u4e24\u95e8\u8bfe\u7a0b\u4e5f\u88ab\u7f51\u6613\u516c\u5f00\u8bfe\u8fdb\u884c\u4e86\u7ffb\u8bd1\uff1a<\/span><\/p>\n<p><strong><span style=\"font-size: 16px;\">\uff081\uff09<span style=\"font-size: 16px;\"><\/span><\/span><span style=\"font-size: 16px;\">\u53ef\u6c57\u5b66\u9662\u516c\u5f00\u8bfe\uff1a\u7edf\u8ba1\u5b66<\/span><\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.fagao.me\/images\/uploads\/2021_002.jpg\" alt=\"\"><\/p>\n<p><span>http:\/\/open.163.com\/special\/Khan\/khstatistics.html<\/span><\/p>\n<\/p>\n<p><strong><span style=\"font-size: 16px;\">\uff082\uff09<span style=\"font-size: 16px;\"><\/span><\/span><span style=\"font-size: 16px;\">\u53ef\u6c57\u5b66\u9662\u516c\u5f00\u8bfe\uff1a\u6982\u7387<\/span><\/strong><\/p>\n<p><span style=\"font-size: 16px;\">http:\/\/open.163.com\/special\/Khan\/probability.html<\/span><\/p>\n<\/p>\n<p>\u8fd9\u4e24\u672c\u8bfe\u7a0b\u603b\u4f53\u4e0d\u7b97\u592a\u96be\uff0c<strong>\u9002\u5408\u5165\u95e8<\/strong>\u3002\u4e2a\u4eba\u89c9\u5f97\u8bb2\u6388\u8fd8\u662f\u86ee\u6709\u7279\u70b9\u7684\uff0c\u7c97\u66b4\u76f4\u63a5\uff0c\u53e6\u5916\u4e3e\u7684\u4f8b\u5b50\u4e5f\u662f\u86ee\u6709\u8da3\u7684\u3002<\/p>\n<p><strong><span style=\"font-size: 16px;\">2.2<\/span><span style=\"font-size: 16px;\">\u7edf\u8ba1\u5b66\/\u6982\u7387\u53c2\u8003\u4e66<\/span><\/strong><\/p>\n<p><strong><span style=\"font-size: 16px;\">\uff081\uff09\u7edf\u8ba1\u5b66 <span>\u8c46\u74e3\u8bc4\u52068.8<\/span><\/span><\/strong><span style=\"font-size: 16px;\"><\/span><\/p>\n<p>\u4f5c\u8005William Mendenhall \/ Terry Sincich <\/p>\n<\/p>\n<p><span style=\"font-size: 16px;\">\u201c\u300a\u7edf\u8ba1\u5b66(\u539f\u4e66\u7b2c5\u7248)\u300b\u5185\u5bb9\u4e30\u5bcc\uff0c\u5f88\u5c11\u6d89\u53ca\u7edf\u8ba1\u5b66\u7406\u8bba\u7684\u4e25\u683c\u6570\u5b66\u8bc1\u660e\uff0c\u7edd\u5927\u90e8\u5206\u662f\u4e0e\u5b9e\u9645\u5e94\u7528\u7d27\u5bc6\u8054\u7cfb\u7684\u4f8b\u5b50\u548c\u7ec3\u4e60\uff0c\u9002\u5408\u4f5c\u4e3a\u7406\u5de5\u79d1\u5404\u4e13\u4e1a\u672c\u79d1\u751f\u3001\u7814\u7a76\u751f\u7684\u7edf\u8ba1\u5b66\u6559\u6750\uff0c\u4e5f\u53ef\u4f5c\u4e3a\u76f8\u5173\u9886\u57df\u7814\u7a76\u4eba\u5458\u7684\u53c2\u8003\u8bfb\u7269\u3002\u201d<\/span><\/p>\n<p>\u975e\u5e38\u6ce8\u91cd\u5b9e\u7528\u7684\u7edf\u8ba1\u5b66\u8bfe\u7a0b\uff0c\u504f\u5e94\u7528\uff0c\u5c11\u6570\u5b66\u8bc1\u660e\uff0c<strong>\u53ef\u8bfb\u6027\u6bd4\u8f83\u5f3a<\/strong>\uff1b<\/p>\n<p><strong>\uff082\uff09\u7edf\u8ba1\u5b66 <span>\u8c46\u74e3\u8bc4\u52067.3<\/span><\/strong><\/p>\n<p>\u4f5c\u8005\uff1a\u8d3e\u4fca\u5e73\uff0c\u4f55\u6653\u7fa4\uff0c\u91d1\u52c7\u8fdb<\/p>\n<\/p>\n<p>\u7edf\u8ba1\u6bd4\u8f83\u901a\u7528\u7684\u5165\u95e8\u6559\u6750\u4e86\uff0c\u4e0d\u77e5\u4e0d\u89c9\u7adf\u7136\u5230\u4e86\u7b2c\u516d\u7248\uff0c\u4e2a\u4eba\u8ba4\u4e3a\u4e5f\u7b97\u662f\u517c\u987e\u6570\u5b66\u8bc1\u660e\u548c\u5e94\u7528\uff0c\u53ef\u8bfb\u6027\u6ca1\u6709\u4e0a\u9762\u5f3a\uff0c\u4f46\u662f\u4e5f\u975e\u5e38\u7684\u901a\u4fd7\u6613\u61c2\uff0c\u6709\u5f88\u591a\u7edf\u8ba1\u5b66\u4e13\u4e1a\u7684\u8d77\u59cb\u6559\u6750\u4e5f\u4f1a\u9009\u62e9\u8fd9\u672c\u3002<\/p>\n<p><strong>\uff083\uff09\u7edf\u8ba1\u63a8\u65ad \u8c46\u74e3\u8bc4\u52068.8,\/\u82f1\u672c\u539f\u672c9.2<\/strong><\/p>\n<p>\u4f5c\u8005\uff1aWilliam Mendenhall \/ Terry Sincich<\/p>\n<\/p>\n<p>\uff0c\u501f\u7528\u4ecb\u7ecd\u201c\u4ece\u6982\u7387\u8bba\u7684\u57fa\u7840\u5f00\u59cb\uff0c\u901a\u8fc7\u4f8b\u5b50\u4e0e\u4e60\u9898\u7684\u65c1\u5f81\u535a\u5f15\uff0c\u5f15\u8fdb\u4e86\u5927\u91cf\u8fd1\u4ee3\u7edf\u8ba1\u5904\u7406\u7684\u65b0\u6280\u672f\u548c\u4e00\u4e9b\u56fd\u5185\u540c\u7c7b\u6559\u6750\u4e2d\u4e0d\u5e38\u89c1\u800c\u53c8\u5e7f\u4e3a\u4f7f\u7528\u7684\u5206\u5e03\u3002\u5176\u5185\u5bb9\u65e2\u5305\u62ec\u5de5\u79d1\u6982\u7387\u5165\u95e8\u3001\u7ecf\u5178\u7edf\u8ba1\u548c\u73b0\u4ee3\u7edf\u8ba1\u7684\u57fa\u7840\uff0c\u53c8\u52a0\u8fdb\u4e86\u4e0d\u5c11\u8fd1\u4ee3\u7edf\u8ba1\u4e2d\u6570\u636e\u5904\u7406\u7684\u5b9e\u7528\u65b9\u6cd5\u548c\u601d\u60f3\u201d<\/p>\n<p><strong>\u53ef\u4ee5\u4f5c\u4e3a\u7814\u7a76\u751f\u6240\u7528\u6559\u6750\uff0c\u6709\u6df1\u5ea6\uff0c\u4f46\u662f\u4f5c\u8005\u5faa\u5e8f\u6e10\u8fdb\uff0c\u89e3\u91ca\u5f97\u975e\u5e38\u6f02\u4eae<\/strong><\/p>\n<p><span><strong><span style=\"font-size: 20px;\">3<\/span><\/strong><\/span><\/p>\n<p><strong><span style=\"font-size: 16px;\">\u673a\u5668\u5b66\u4e60\u8d44\u6599 <\/span><\/strong><\/p>\n<p><strong><span style=\"font-size: 16px;\">3.1<\/span><span style=\"font-size: 16px;\">\u673a\u5668\u5b66\u4e60\u8bfe\u7a0b<\/span><\/strong><\/p>\n<p><span style=\"font-size: 16px;\">\u5f3a\u70c8\u63a8\u8350Andrew NG\u5434\u6069\u8fbe\u7684\u65af\u5766\u798f\u673a\u5668\u5b66\u4e60\u8bfe\u7a0b\uff0c\u82f1\u6587\u6388\u8bfe\uff0c\u4f46\u662f\u5df2\u6709\u5b8c\u5584\u7684\u4e2d\u6587\u5b57\u5e55\uff0c\u5185\u5bb9\u975e\u5e38\u4e30\u5bcc\u4e14\u5145\u5b9e\uff0820\u8282\uff09\uff0c\u5e76\u4e14\u8bb2\u89e3\u5f97\u975e\u5e38\u7684\u597d\uff0c\u5982\u679c\u4f60\u60f3\u5b66\u4e60\u673a\u5668\u5b66\u4e60\uff0c\u4e00\u5b9a\u4e0d\u80fd\u9519\u8fc7\uff01<\/span><\/p>\n<p><span style=\"font-size: 16px;\">Coursera<\/span><span style=\"font-size: 16px;\">\u5730\u5740\uff1a<\/span><\/p>\n<p><span style=\"font-size: 16px;\">2019\/20190426A\/F019413 <\/p>\n<p><span style=\"font-size: 16px;\">\u7f51\u6613\u516c\u5f00\u8bfe\u5730\u5740\uff1a<\/span><\/p>\n<p><span style=\"font-size: 16px;\">http:\/\/open.163.com\/special\/opencourse\/machinelearning.html<\/span><\/p>\n<\/p>\n<p><span style=\"font-size: 16px;\">\u540c\u65f6\u8be5\u8bfe\u7a0b\u914d\u6709<strong>\u8bfe\u4ef6\u8bb2\u4e49<\/strong>\uff0c\u540c\u6837\u5efa\u8bae\u5927\u5bb6\u5728\u5b66\u4e60\u89c6\u9891\u8bfe\u7a0b\u4e4b\u4f59\u591a\u770b\u8bb2\u4e49\u548c\u4e60\u9898\uff0c\u867d\u7136\u662f\u82f1\u6587\uff0c\u4f46\u662f\u9605\u8bfb\u4e0a\u57fa\u672c\u6ca1\u6709\u4ec0\u4e48\u95ee\u9898\uff0c\u5c31\u8bb2\u4e49\u672c\u8eab\u4e5f\u662f\u975e\u5e38\u7684\u68d2\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px;\">\u5982\u679c\u5927\u5bb6\u5b66\u4e60\u5b8cAndrew NG\u7684\u673a\u5668\u5b66\u4e60\uff0c\u8fd8\u60f3\u901a\u8fc7\u5176\u4ed6\u8bfe\u7a0b\u89e6\u7c7b\u65c1\u901a\uff0c\u76f8\u4e92\u501f\u9274\u7684\u8bdd\uff0c\u53ef\u4ee5\u4e0aCoursera\u4e0a\u95e8\u641c\u7d22\u8fd8\u6709\u5176\u4ed6\u9009\u62e9\uff0c\u4f8b\u5982\u53f0\u5927\u7684\u673a\u5668\u5b66\u4e60\u57fa\u7840\u7b49\u7b49\uff0c\u4f46\u6beb\u65e0\u7591\u95ee\u9996\u63a8Andrew NG\u7684\u8bfe\u7a0b\uff1b<\/span><\/p>\n<p><span style=\"font-size: 16px;\">\u53e6\u5916\u73b0\u5728\u56fd\u5185\u4e5f\u6709\u8d8a\u6765\u8d8a\u591a\u7684\u57f9\u8bad\u7f51\u7ad9\u63a8\u51fa\u76f8\u5173\u8bfe\u7a0b\uff0c\u5927\u5bb6\u6709\u5174\u8da3\u7684\u53ef\u4ee5\u81ea\u5df1\u641c\u641c\uff0c\u8fd9\u91cc\u5c31\u4e0d\u505a\u63a8\u8350\u4e86\uff1b<\/span><\/p>\n<p><strong><span style=\"font-size: 16px;\">3.2<\/span><span style=\"font-size: 16px;\">\u673a\u5668\u5b66\u4e60\u6559\u6750<\/span><\/strong><\/p>\n<p><strong><span style=\"font-size: 16px;\">\u4e2d\u6587\u7cfb\u5217\uff1a<\/span><\/strong><\/p>\n<p><strong><span style=\"font-size: 16px;\">\uff081\uff09\u673a\u5668\u5b66\u4e60 \u8c46\u74e3\u8bc4\u52068.9<\/span><\/strong><\/p>\n<p><span style=\"font-size: 16px;\">\u4f5c\u8005\uff1a\u5468\u5fd7\u534e<\/span><\/p>\n<\/p>\n<p><span style=\"font-size: 16px;\">\u88ab\u620f\u79f0\u4e3a\u300a\u897f\u74dc\u4e66\u300b\uff0c<strong>\u6700\u597d\u7684\u4e2d\u6587\u673a\u5668\u5b66\u4e60\u6559\u6750\u4e4b\u4e00\uff08\u5176\u5b9e\u6211\u60f3\u628a\u4e4b\u4e00\u53bb\u6389\uff09<\/strong>\uff0c\u4f5c\u4e3a\u673a\u5668\u5b66\u4e60\u7684\u5165\u95e8\u6559\u6750\u6765\u8bf4\uff0c\u5b83\u4e0d\u4f46\u6db5\u76d6\u5185\u5bb9\u8303\u56f4\u5168\uff0c\u540c\u65f6\u903b\u8f91\u6e05\u6670\uff0c\u53ef\u8bfb\u6027\u5f3a\u3002\u5e76\u4e14\u5927\u90e8\u5206\u7b97\u6cd5\u6709\u6bd4\u8f83\u5b8c\u6574\u7684\u7b97\u6cd5\u63a8\u5bfc\u548c\u4f2a\u4ee3\u7801\uff0c\u5bf9\u4e8e\u5b66\u4e60\u638c\u63e1\u975e\u5e38\u6709\u5e2e\u52a9\u3002\u5f53\u7136\uff0c\u4e2a\u4eba\u89c9\u5f97\u5982\u679c\u6709\u8be5\u7cfb\u5217\u7684\u8fdb\u9636\u7248\uff0c\u80fd\u591f\u9488\u5bf9\u6bcf\u4e2a\u7b97\u6cd5\u6709\u8fdb\u4e00\u6b65\u7684\u6df1\u5165\u5e94\u7528\u4ecb\u7ecd\uff0c\u90a3\u662f\u66f4\u597d\u3002<\/span><\/p>\n<p><strong><span style=\"font-size: 16px;\">\uff082\uff09\u7edf\u8ba1\u5b66\u4e60\u65b9\u6cd5 <span>\u8c46\u74e3\u8bc4\u5206\uff1a8.9<\/span><\/span><\/strong><\/p>\n<p><span style=\"font-size: 16px;\">\u4f5c\u8005\uff1a\u674e\u822a<\/span><\/p>\n<\/p>\n<p><span style=\"font-size: 16px;\">\u4e2a\u4eba\u8ba4\u4e3a\u4e2d\u6587\u6559\u6750\u91cc\u9762\u5c11\u89c1\u7684\u7cbe\u54c1\u3002\u76f8\u6bd4\u4e8e\u897f\u74dc\u4e66\uff0c\u8981\u7cbe\u7b80\u5f97\u591a\uff0c\u4f46\u903b\u8f91\u975e\u5e38\u7684\u6e05\u6670\uff0c\u90e8\u5206\u7b97\u6cd5\u7684\u8bb2\u89e3\u8981\u66f4\u52a0\u4f18\u7f8e\uff0c\u53ef\u8bfb\u6027\u8981\u4f4e\u4e8e\u300a\u897f\u74dc\u4e66\u300b\uff0c\u53ef\u80fd\u4e0d\u592a\u9002\u5408\u5165\u95e8\u8005\uff0c\u4f46\u662f\u8fd8\u662f\u975e\u5e38\u503c\u5f97<\/span><\/p>\n<p><span style=\"font-size: 16px;\"><strong>\u7279\u522b\u5730\u3002\u6e05\u534e\u5927\u5b66\u8881\u6625\u8001\u5e08\u5236\u4f5c\u4e86\u914d\u5957\u8bfe\u4ef6\uff0c\u4e0b\u8f7d\u5730\u5740\uff08\u8881\u6625\u8001\u5e08\u4e3b\u9875\uff09\uff1a<\/strong><\/span><\/p>\n<p>http:\/\/www.sz.tsinghua.edu.cn\/publish\/sz\/139\/2010\/20101218141443318939067\/20101218141443318939067_.html<\/p>\n<p><span style=\"font-size: 16px;\"><\/span><strong>\u5916\u6587\u7cfb\u5217<\/strong><\/p>\n<p><strong><span style=\"font-size: 16px;\">\uff083\uff09Pattern Recognition And Machine Learning<\/span><\/strong><\/p>\n<p><strong><span style=\"font-size: 16px;\">\u8c46\u74e3\u8bc4\u52069.6\uff082007\u5e74\uff09<\/span><\/strong><\/p>\n<p><strong><span>\u4f5c\u8005\uff1aChristopher Bishop <\/span><\/strong><\/p>\n<\/p>\n<p><span><strong><span style=\"font-size: 16px;\">\u4e09\u5927\u673a\u5668\u5b66\u4e60\u5916\u672c\u7ecf\u5178\u6559\u6750\u4e4b\u4e00<\/span><\/strong><span style=\"font-size: 16px;\">\uff0cPRML\uff0c\u6ca1\u592a\u591a\u597d\u8bf4\u7684\uff0c\u7ecf\u5178\uff0c\u597d\u4e66\uff01\u76f8\u5bf9\u7406\u8bba\u7684\u4e00\u672c\u4e66\uff0c<strong>\u4e0d\u4f46\u5168\u9762\uff0c\u800c\u4e14\u6df1\u5165\uff01<\/strong>\u9488\u5bf9\u4e8e\u67d0\u4e00\u7b97\u6cd5\u53ef\u80fd\u4f1a\u7ed9\u4e8e\u591a\u79cd\u4ecb\u7ecd\u548c\u89e3\u91ca\uff0c\u6211\u4e2a\u4eba\u89c9\u5f97\u53ef\u4ee5\u4f5c\u4e3a\u897f\u74dc\u4e66\u4e4b\u540e\u7684\u8fdb\u9636\u6559\u6750\u3002<\/span><\/span><\/p>\n<p><span>\u53e6\u5916\uff0c\u7f51\u4e0a\u6709PRML\u7684\u4e2d\u6587\u7ffb\u8bd1\u7248\u672c\uff0c\u662f\u54c8\u5de5\u5927\u9a6c\u6625\u9e4f\u7684\u81ea\u53d1\u7ffb\u8bd1\uff0c\u4f46\u7531\u4e8e\u7275\u6d89\u5230\u7248\u6743\u95ee\u9898\uff0c\u8fd9\u91cc\u4e0d\u63d0\u4f9b\u94fe\u63a5\u4e86\uff0c\u786e\u5b9e\u6709\u9700\u8981\u7684\u540c\u5b66\u76f8\u4fe1\u5927\u5bb6\u53ef\u4ee5\u627e\u5230\u7684\u3002<\/span><\/p>\n<p><span>\u9644\u300a<span>\u5173\u4e8e\u7f51\u4e0a\u6d41\u4f20\u7684PRML\u4e2d\u6587\u7ffb\u8bd1\u7a3f\u7684\u58f0\u660e<\/span>\u300b<\/span><\/p>\n<p><span>2019\/20190426A\/F019414 <\/p>\n<p><strong><span style=\"font-size: 16px;\">\uff084\uff09<\/span><span style=\"font-size: 16px;\">The Elements of Statistical Learning<\/span><span style=\"font-size: 16px;\">\uff08\u7edf\u8ba1\u5b66\u4e60\u57fa\u7840\uff09<\/span><\/strong><\/p>\n<p><strong><span style=\"font-size: 16px;\">\u8c46\u74e3\u82f1\u672c\u539f\u7248\u8bc4\u52069.4\uff082008\u5e74\uff09 \u4e2d\u6587\u8bc4\u52067.4<\/span><\/strong><\/p>\n<p><span style=\"font-size: 16px;\">\u4f5c\u8005\uff1aTrevor Hastie<\/span><\/p>\n<\/p>\n<p><strong><span style=\"font-size: 16px;\">\u4e09\u5927\u673a\u5668\u5b66\u4e60\u5916\u672c\u7ecf\u5178\u6559\u6750\u4e4b\u4e00<\/span><\/strong><span style=\"font-size: 16px;\">\uff0c\u8fd9\u672c\u4e66\u88ab\u5e7f\u5927\u4eba\u6c11\u559c\u79f0\u4e3aESL\uff0c\u867d\u7136\u4e66\u540d\u662f\u7edf\u8ba1\u5b66\u4e60\u57fa\u7840\uff0c\u4f46\u662f\u6b64\u4e66\u4e00\u70b9\u90fd\u4e0d\u57fa\u7840\uff0c\u4e00\u70b9\u90fd\u4e0d~\u53e6\u5916\u6b64\u4e66\u8fd8\u6709\u4e00\u672c\u4e13\u95e8\u7684\u5165\u95e8\u7248\u672cISL\uff08\u540e\u9762\u4f1a\u4ecb\u7ecd\uff09<\/span><\/p>\n<p><span style=\"font-size: 16px;\">\u8fd9\u672c\u4e66\u6db5\u76d6\u4e86\u975e\u5e38\u591a\u7684\u5185\u5bb9\uff0c\u8bb2\u89e3\u6df1\u5165\uff0c\u6709\u4eba\u8bc4\u4ef7\u8bf4\uff0c\u201c\u6709\u4e86\u8fd9\u672c\u4e66\u5c31\u4e0d\u9700\u8981\u5176\u4ed6\u673a\u5668\u5b66\u4e60\u6559\u6750\u201d\uff0c\u867d\u7136\u6709\u70b9\u5938\u5f20\uff0c\u4f46\u662f\u6b64\u4e66\u5b9e\u9645\u662f\u673a\u5668\u5b66\u4e60\u7684<strong>\u7ecf\u5178\u5de8\u4f5c<\/strong>\uff0c\u5982\u679c\u4f60\u771f\u7684\u5e0c\u671b\u597d\u597d\u7814\u7a76\u673a\u5668\u5b66\u4e60\uff0c\u6b64\u4e66\u975e\u5e38\u503c\u5f97\u4ed4\u7ec6\u7814\u8bfb\uff0c\u53e6\u5916\u6b64\u4e66\u8981\u6c42\u4e0d\u4f4e\u7684\u7edf\u8ba1\u7406\u8bba\u548c\u6570\u5b66\u57fa\u7840\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px;\">\u6b64\u5916\uff0c\u8fd9\u672c\u4e66\u8fd8\u6709\u4e00\u4e2a\u725b\u903c\u7684\u5730\u65b9\u5728\u4e8e\uff0c\u4f5c\u8005\u628a\u4e66\u653e\u5728<strong>\u7f51\u4e0a\u514d\u8d39\u4e0b\u8f7d\uff1a<\/strong><\/span><\/p>\n<p><span style=\"font-size: 16px;\">http:\/\/statweb.stanford.edu\/~tibs\/ElemStatLearn\/<\/span><\/p>\n<p><strong><span>\uff085\uff09Machine Learning-A Probabilistic Perspective<\/span><\/strong><\/p>\n<p><strong><span>\u8c46\u74e3\u8bc4\u5206 9.3 \uff082012\u5e74\uff09<\/span><\/strong><\/p>\n<p><span>\u4f5c\u8005\uff1aKevin P. Murphy <\/span><\/p>\n<\/p>\n<p><span><strong><span style=\"font-size: 16px;\">\u4e09\u5927\u673a\u5668\u5b66\u4e60\u5916\u672c\u7ecf\u5178\u6559\u6750\u4e4b\u4e00<\/span><\/strong><span style=\"font-size: 16px;\">\uff0cPRML\u3002\u7559\u610f\u65f6\u95f4\u7ebf\uff0c\u4e09\u672c\u7ecf\u5178\u6559\u6750\u7684\u51fa\u7248\u65e5\u671f<span style=\"font-size: 16px;\">\u4ece2007\uff0c\u52302008\uff0c\u518d\u52302012\u3002\u56e0\u6b64<\/span>\u76f8\u6bd4\u4e8e\u4ee5\u4e0a\u4e24\u672c\u4e66\uff0c\u672c\u4e66\u7684\u6700\u5927\u7279\u70b9\u662f<strong>\u201c\u65b0\u201d\uff0c\u56e0\u6b64\u5185\u5bb9\u6bd4PRML\u548cESL\u8981\u66f4\u5e7f\u4e00\u70b9\uff0c\u4f46\u4e2a\u4eba\u89c9\u5f97\u6df1\u5165\u5ea6\u4e0d\u591f\u524d\u4e24\u8005\u3002\u5efa\u8bae\u662f\u5148\u8bfb\u524d\u8005\uff0cMLAPP\u7528\u4e8e\u8865\u5145\u3002<\/strong><\/span><\/span><\/p>\n<p><span>\u5176\u4ed6\u63a8\u8350\uff1a<\/span><\/p>\n<p><strong>\uff081\uff09\u6570\u636e\u6316\u6398\u5bfc\u8bba \u8c46\u74e3\u8bc4\u52068.4,\/\u82f1\u672c\u539f\u672c8.8<\/strong><span style=\"font-size: 16px;\"><\/span><\/p>\n<p><span style=\"font-size: 16px;\">\u4f5c\u8005\uff1a<\/span><span style=\"font-size: 16px;\"><\/span><span style=\"font-size: 16px;\">Pang-Ning Tan\u3001Michael Steinbach\u3001Vipin Kumar<\/span><\/p>\n<\/p>\n<p><span style=\"font-size: 16px;\">\u4ecb\u7ecd\u5f97\u975e\u5e38<strong>\u5168\u9762<\/strong>\u7684\u4e00\u672c\u4e66\uff0c\u4f46\u53ef\u80fd\u56e0\u4e3a\u9700\u8981\u6db5\u76d6\u7684\u5185\u5bb9\u592a\u591a\uff0c\u6240\u4ee5\u96be\u514d\u6709\u4e9b\u7b97\u6cd5\u53ea\u80fd\u7b80\u5355\u4ecb\u7ecd\u3002\u5c3d\u7ba1\u8fd9\u6837\uff0c\u4e2a\u4eba\u8ba4\u4e3a\u4e5f\u662f\u975e\u5e38\u96be\u5f97\u4e00\u89c1\u7684\u5165\u95e8\u6559\u6750\u3002<strong>\u76f8\u6bd4\u4e8e\u300a\u897f\u74dc\u4e66\u300b\uff0c\u8be5\u4e66\u5728\u5206\u7c7b\u7b97\u6cd5\u4e0a\u7684\u5185\u5bb9\u5c11\u4e86\u4e0d\u5c11\uff0c\u800c\u5173\u8054\u89c4\u5219\u548c\u805a\u7c7b\u7b97\u6cd5\u7684\u5185\u5bb9\u50b2\u7a0d\u591a\u4e00\u70b9\uff0c\u53ef\u4ee5\u9009\u62e9\u6027\u76f8\u4e92\u501f\u9274\u9605\u8bfb\uff0c\u4f46\u9996\u63a8\u300a\u897f\u74dc\u4e66\u300b\u3002<\/strong><\/span><\/p>\n<p><span style=\"font-size: 16px;\">\u524d\u9762\u90fd\u662f\u4e00\u4e9b\u7406\u8bba\u77e5\u8bc6\uff0c\u4f46\u662f\u6570\u636e\u79d1\u5b66\u91cc\u9762\u5b9e\u8df5\u5e94\u7528\u53c8\u662f\u53e6\u5916\u4e00\u4e2a\u91cd\u4e2d\u4e4b\u91cd\uff0c\u63a5\u4e0b\u6765\u8c08\u4e00\u4e0b\u501f\u52a9\u5de5\u5177\u8fdb\u884c\u5b9e\u8df5\u5e94\u7528\u7684\u95ee\u9898\uff0c\u7531\u4e8ePython\u8fd8\u5728\u6574\u7406\u5f53\u4e2d\uff0c\u672c\u6b21\u4e3b\u8981\u4ecb\u7ecd<strong>SPSS\u4e0eR\u8bed\u8a00<\/strong>\uff1a<\/span><\/p>\n<p><span><strong><span style=\"font-size: 20px;\">4<\/span><\/strong><\/span><\/p>\n<p><strong>SPSS\u5b66\u4e60\u8d44\u6599<\/strong><\/p>\n<p><span style=\"font-size: 16px;\">\u8003\u8651\u5230SPSS\u5206\u4e3a<strong>\u7edf\u8ba1\u6a21\u5757Statistics<\/strong>\u4ee5\u53ca<strong>\u6570\u636e\u6316\u6398\u6a21\u5757Modeler<\/strong>\uff0c \u56e0\u6b64\u4e5f\u5206\u4e3a\u4e24\u5927\u5757\u4ecb\u7ecd<\/span><\/p>\n<p><strong><span style=\"font-size: 16px;\">4.1SPSS<\/span><span style=\"font-size: 16px;\">\u7edf\u8ba1\u5206\u6790\u8d44\u6599<\/span><\/strong><\/p>\n<p><span style=\"font-size: 16px;\">SPSS Statistics <\/span><span style=\"font-size: 16px;\">\u5e02\u9762\u4e0a\u7684\u4e66\u7c4d\u6bd4\u8f83\u591a\uff0c\u4ece\u6211\u4e2a\u4eba\u7684\u89d2\u5ea6\uff0c\u8ba4\u4e3a<strong>\u5f20\u6587\u5f64\u8001\u5e08\u7684\u7cfb\u5217<\/strong>\u8db3\u4ee5\u8ba9\u5927\u5bb6\u52a0\u6df1\u5bf9\u7edf\u8ba1\u4f53\u7cfb\u7684\u7406\u89e3\uff0c\u540c\u65f6\u4e5f\u80fd\u5f88\u597d\u638c\u63e1\u5728\u5b9e\u9645\u7684\u5e94\u7528\u5f53\u4e2d\u5982\u4f55\u4f7f\u7528\u7edf\u8ba1\u5206\u6790\u5e2e\u52a9\u6211\u4eec\u5b8c\u6210\u4efb\u52a1\uff0c\u6211\u8ba4\u4e3a\u638c\u63e1\u7edf\u8ba1\u5206\u6790\u539f\u7406\u5b9e\u6218\u548cSPSS\u64cd\u4f5c\uff0c\u4ee5\u4e0b\u4e24\u672c\u4e66\u8db3\u77e3\u3002<\/span><\/p>\n<p><strong><span style=\"font-size: 16px;\">\uff081\uff09<span style=\"font-size: 16px;\"><\/span><\/span><span style=\"font-size: 16px;\">SPSS<\/span><span style=\"font-size: 16px;\">\u7edf\u8ba1\u5206\u6790\u57fa\u7840\u6559\u7a0b \u8c46\u74e3\u8bc4\u52068.4<\/span><\/strong><\/p>\n<\/p>\n<p><span style=\"font-size: 16px;\">\u63d0\u4f9b\u4e86\u5305\u62ec\u533b\u7597\u3001\u7ecf\u6d4e\u3001\u5e02\u573a\u7814\u7a76\u7b49\u65b9\u9762\u7684\u6848\u4f8b\u8d2f\u7a7f\u4e86\u5168\u4e66\uff0c\u80fd\u591f\u5f88\u597d\u4ece\u5b9e\u9645\u5e94\u7528\u89d2\u5ea6\u628a\u7edf\u8ba1\u5206\u6790\u539f\u7406\u548cSPSS\u64cd\u4f5c\u7ed3\u5408\u8d77\u6765\uff0c\u4e5f\u63d0\u4f9b\u4e86\u5f88\u597d\u7684\u7ed3\u679c\u89e3\u8bfb\uff0c\u4e0d\u5931\u4e3a\u4e00\u672c\u6781\u597d\u7684<strong>\u5de5\u5177\u6307\u5357<\/strong>\u3002<\/span><\/p>\n<p><strong><span style=\"font-size: 16px;\">\uff082\uff09\u9ad8\u7b49\u5b66\u6821\u6559\u6750\uff08SPSS\u7edf\u8ba1\u5206\u6790\u9ad8\u7ea7\u6559\u7a0b\uff09\u8c46\u74e3\u8bc4\u52067.7<\/span><\/strong><\/p>\n<\/p>\n<p><span>\u76f8\u6bd4\u4e8e\u57fa\u7840\u6559\u6750\uff0c\u9ad8\u7ea7\u6559\u7a0b\u4ecb\u7ecd\u4e86\u66f4\u591a\u7684\u7edf\u8ba1\u7b97\u6cd5\u6a21\u578b\uff0c\u540c\u65f6\u4e5f\u63d0\u4f9b\u4e86\u4e00\u4e9b\u7edf\u8ba1\u65b0\u65b9\u6cd5\u548c\u65b0\u89c2\u70b9\u7684\u8bb2\u89e3\u3002\u6574\u4f53\u6765\u8bf4\u76f4\u89c2\u6613\u61c2\uff0c\u80fd\u591f\u5f88\u597d\u63d0\u5347<strong>\u5b9e\u6218\u80fd\u529b<\/strong>\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px;\">\u53e6\u5916\u5f20\u6587\u5f64\u8001\u5e08\u4e5f\u6709\u5bf9\u5e94\u89c6\u9891\u8bfe\u7a0b<\/span><span style=\"font-size: 16px;\"><strong><span>\u300a\u5f20\u6587\u5f64SPSS\u521d\u4e2d\u7ea7\u6559\u7a0b\u300b<\/span><\/strong>\u4ee5\u53ca<strong><span>\u300a\u5f20\u6587\u5f64SPSS\u9ad8\u7ea7\u6559\u7a0b\u300b<\/span><\/strong><\/span><\/p>\n<p><strong><span style=\"font-size: 16px;\">4.2 SPSS<\/span><span style=\"font-size: 16px;\">\u673a\u5668\u5b66\u4e60\u6559\u7a0b<\/span><\/strong><\/p>\n<p><strong><span>\uff081\uff09Modeler\u5b98\u65b9\u7684\u5e2e\u52a9\u6587\u6863\u548cSample\u6587\u4ef6<\/span><\/strong><\/p>\n<\/p>\n<p><span>Modeler<\/span><span>\u63d0\u4f9b\u5b8c\u5907Sample\u6570\u636e\u548c\u6570\u636e\u5efa\u6a21\u6587\u4ef6\uff0c\u5e76\u4e14\u914d\u5957\u4e2d\u6587\u8bf4\u660e\uff0c\u53ef\u4ee5\u5e2e\u52a9\u5165\u95e8\u8005\u4e00\u6b65\u4e00\u6b65\u642d\u5efa\u6570\u636e\u5efa\u6a21\u6d41\u5e76\u7406\u89e3\u5b9e\u9645\u5e94\u7528\u573a\u666f\u3002Modeler\u63d0\u4f9b\u7684\u5e2e\u52a9\u6587\u6863\u5305\u62ec\u6709\u7b97\u6cd5\u8bf4\u660e\uff0c\u8282\u70b9\u8bf4\u660e\uff0cCrisp-dm\u65b9\u6cd5\u8bba\uff0c\u5e94\u7528\u6587\u6863\u7b49\uff0c\u5176\u4e2d\u6bd4\u8f83\u91cd\u8981\u4e24\u4e2a\u6587\u6863\u662f\uff1aModelerApplications\u4ee5\u53caModelerUsersGuide<\/span><\/p>\n<p><span>SPSS Modeler\u5b98\u65b9\u6587\u6863\uff08\u591a\u56fd\u8bed\u8a00\uff0c\u542b\u4e2d\u6587\uff09<strong>\u5b98\u65b9\u4e0b\u8f7d\uff1a<\/strong><\/span><\/p>\n<p><span>http:\/\/www-01.ibm.com\/support\/docview.wss?uid=swg27046871<\/span><\/p>\n<p><strong><span style=\"font-size: 16px;\">\uff082\uff09 IBM SPSS\u6570\u636e\u5206\u6790\u4e0e\u6316\u6398\u5b9e\u6218\u6848\u4f8b\u7cbe\u7cb9 \u8c46\u74e3\u8bc4\u52069.3<\/span><\/strong><\/p>\n<p><span style=\"font-size: 16px;\">\u4f5c\u8005\uff1a\u5f20\u6587\u5f64\uff0c\u949f\u4e91\u98de<\/span><\/p>\n<p><strong><\/strong><\/p>\n<p><span>\u975e\u5e38\u8be6\u5c3d\u5de5\u5177\u624b\u518c\uff0c\u63d0\u4f9b\u4e86\u533b\u7597\u3001\u91d1\u878d\u3001\u4fdd\u9669\u3001\u6c7d\u8f66\u3001\u5feb\u901f\u6d88\u8d39\u54c1\u3001\u5e02\u573a\u7814\u7a76\u3001\u4e92\u8054\u7f51\u7b49\u591a\u4e2a\u884c\u4e1a\u7684\u6570\u636e\u5206\u6790\uff0f\u6316\u6398\u6848\u4f8b\uff0c\u57fa\u4e8e\u5b9e\u6218\u9700\u6c42\uff0c\u8be6\u7ec6\u8bb2\u89e3\u6574\u4e2a\u6848\u4f8b\u7684\u5b8c\u6574\u5206\u6790\u8fc7\u7a0b\uff0c\u5e76\u5c06\u6a21\u578b\u548c\u8f6f\u4ef6\u7684\u4ecb\u7ecd\u878d\u4e8e\u6848\u4f8b\u8bb2\u89e3\u4e4b\u4e2d\uff0c\u5c24\u5176\u662f\u4e66\u672c\u6700\u540e\u51e0\u7ae0<strong>\u5b9e\u8df5\u6848\u4f8b<\/strong>\uff0c\u4ece\u5546\u4e1a\u95ee\u9898\u754c\u5b9a\u5230\u5546\u4e1a\u5e94\u7528\uff0c\u7ed9\u51fa\u4e86\u975e\u5e38\u8be6\u5c3d\u7684<strong>\u5efa\u6a21\u6307\u5357<\/strong>\uff0c<\/span>\u4e2a<span>\u4eba\u8ba4\u4e3a\u76ee\u524d\u5e02\u9762\u4e0a<strong>Modeler\u6700\u597d\u7684\u5de5\u5177\u624b\u518c<\/strong><\/span><span>\uff1b\u53e6\u5916\u5373\u4f7f\u4e0d\u662f\u4f7f\u7528SPSS\uff0c\u800c\u662f\u7528\u5176\u4ed6\u5de5\u5177\uff0c\u8be5\u4e66\u540e\u9762\u7684\u4f8b\u5b50\u4e5f\u503c\u5f97\u5927\u5bb6\u7814\u8bfb\u3002<\/span><\/p>\n<p><span><strong><span style=\"font-size: 20px;\">5<\/span><\/strong><\/span><\/p>\n<p><strong><span style=\"font-size: 16px;\">R\u8bed\u8a00\u5b66\u4e60\u8d44\u6599 <\/span><\/strong><\/p>\n<p><strong><span style=\"font-size: 16px;\">\uff081\uff09R\u8bed\u8a00\u5b9e\u6218 \u8c46\u74e3\u8bc4\u52068.8<\/span><\/strong><\/p>\n<p><span style=\"font-size: 16px;\">\u4f5c\u8005\uff1aRobert I.Kabacoff<\/span><\/p>\n<p><strong><\/strong><\/p>\n<p><span style=\"font-size: 16px;\">\u9996\u5148\u8fd9\u672c\u4e66\u7edd\u5bf9\u53ef\u4ee5\u62c5\u5f53<strong>\u65e5\u5e38\u5de5\u5177\u624b\u518c<\/strong>\uff0c\u4ece\u57fa\u672c\u64cd\u4f5c\uff0c\u6570\u636e\u5904\u7406\uff0c\u6570\u636e\u5efa\u6a21\uff0c\u56fe\u5f62\u5c55\u793a\u90fd\u7ed9\u51fa\u4e86\u975e\u5e38\u8be6\u5c3d\u7684\u4ecb\u7ecd\uff1b\u5176\u6b21\u867d\u7136\u662f\u5de5\u5177\u624b\u518c\uff0c\u4f46\u662f\u80fd\u591f\u7ed3\u5408\u57fa\u672c\u7edf\u8ba1\u77e5\u8bc6\u4e8e\u7b80\u5355\u6848\u4f8b\uff0c\u5177\u6709<strong>\u5f88\u5f3a\u5b9e\u8df5\u6027<\/strong>\uff0c\u5f3a\u70c8\u5efa\u8bae\u5404\u4f4d\u628a\u4e66\u4e2d\u7684\u4ee3\u7801\u90fd\u5b9e\u73b0\uff0c\u76f8\u4fe1\u80fd\u591f\u5927\u5927\u63d0\u5347R\u7684\u529f\u529b\u3002\u6700\u540e\u8bf4\u4e00\u53e5\uff0c\u6b64\u4e66\u7ffb\u8bd1\u5f97\u4e0d\u9519\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px;\">PS\u8be5\u4e66\u5df2\u7ecf\u51fa\u7248<strong>\u7b2c\u4e8c\u7248<\/strong>\uff0c\u4eac\u4e1c\u4e0a\u7b2c\u4e00\u7248\u4ef7\u683c55.70\uff0c\u7b2c\u4e8c\u7248\u662f84.20\uff0c\u867d\u7136\u8d35\u4e8650%\u3002\u7b2c\u4e8c\u7248\u505a\u4e86\u5927\u91cf\u66f4\u65b0\u548c\u4fee\u6b63\uff0c\u65b0\u589e\u4e86\u63a5\u8fd1200\u9875\u5185\u5bb9\uff0c\u4ecb\u7ecd\u6570\u636e\u6316\u6398\u3001\u9884\u6d4b\u6027\u5206\u6790\u548c\u9ad8\u7ea7\u7f16\u7a0b\uff0c\u8d44\u91d1\u5145\u88d5\u7684\u7ae5\u978b\u53ef\u4ee5\u9009\u8d2d\u65b0\u7248\u672c\u5b66\u4e60\u3002<\/span><\/p>\n<p><strong><span style=\"font-size: 16px;\">\uff082\uff09AnIntroduction to Statistical Learning\uff08\u7edf\u8ba1\u5b66\u4e60\u5bfc\u8bba\uff09 <\/span><\/strong><strong><span>\u82f1\u672c\u7248\u8c46\u74e3\u8bc4\u52069.5\uff0c\u4e2d\u6587\u72487.6<\/span><\/strong><\/p>\n<p><span>\u4f5c\u8005\uff1aTrevor Hastie\uff0cRobert Tibshirani \uff0cJerome Friedman <\/span><\/p>\n<\/p>\n<p><span>\u6b64\u4e66\u88ab\u5e7f\u5927\u4eba\u6c11\u7fa4\u4f17\u79f0\u4e3aISL\uff0c\u6ca1\u9519\uff0c\u5c31\u662f\u4e0a\u9762<strong>ESL\u7684\u5165\u95e8\u7248\u672c<\/strong>\u3002\u65e0\u8bba\u4f5c\u4e3a\u7edf\u8ba1\u6559\u6750\u63a8\u8350\u8fd8\u662fR\u8bed\u8a00\u6559\u6750\u63a8\u8350\u90fd\u79f0\u5f97\u4e0a5\u661f\u7684\u8bfb\u7269\u3002ISL\u867d\u7136\u662f\u5165\u95e8\u7248\u672c\uff0c\u4f46\u662f\u7edd\u5bf9\u4e0d\u662f\u56e0\u4e3a\u5185\u5bb9\u7b80\u5355\u3002\u6df1\u5165\u6d45\u51fa\uff0c\u5185\u5bb9\u8be6\u7ec6\uff0c\u5e38\u5e38\u8bfb\u5b8c\u6709\u79cd<strong>\u604d\u7136\u5927\u609f<\/strong>\u7684\u611f\u89c9\uff0c\u540c\u65f6\u80fd\u591f\u7ed3\u5408R\u8bed\u8a00\u4ecb\u7ecd\uff0c\u5927\u5927\u7684\u52a0\u5206\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px;\">\u6700\u540e\uff0c\u6b64\u6587\u8fd8\u4f1a\u4e0d\u65ad\u66f4\u65b0\uff08\u8fd9\u4e2a\u4e5f\u5f97\u53d6\u51b3\u4e8e\u6d69\u5f6c\u8001\u6495\u7684\u8bfb\u4e66\u901f\u5ea6\uff09\uff0c\u540e\u7eed\u53ef\u80fd\u8fd8\u4f1a\u5728\u5404\u4e2a\u4e3b\u9898\u4e0b\u4fee\u6539\u6216\u66f4\u65b0\u63a8\u8350\uff0c\u4f8b\u5982\u5728R\u7684\u4e3b\u9898\u4e0a\u63a8\u8350\u66f4\u591a\u7684\u4e13\u6709\u8bfb\u7269\uff08\u4f8b\u5982ggplot2\uff09\uff0c\u4e5f\u4f1a\u589e\u52a0\u5982Python\uff0c\u6570\u636e\u7b49\u65b9\u9762\u7684\u8d44\u6e90\u3002\u6700\u540e\u6b22\u8fce\u5927\u5bb6\u63a8\u8350\u4f60\u8ba4\u4e3a\u66f4\u597d\u7684\u6750\u6599\u7ed9\u6d69\u5f6c\u8001\u6495\uff01<\/span><\/p>\n<p><span><strong><span style=\"font-size: 20px;\">6<\/span><\/strong><\/span><\/p>\n<p><strong>\u884c\u4e1a\u5e94\u7528\u8d44\u6599<\/strong><\/p>\n<p>\u524d\u9762\u5206\u522b\u4ecb\u7ecd\u4e86\u7406\u8bba\u4ee5\u53ca\u5de5\u5177\u4f7f\u7528\u90e8\u5206\uff0c\u4f46\u662f\u8981\u77e5\u9053\u6570\u636e\u6316\u6398\u9886\u57df\u4e1a\u52a1\u77e5\u8bc6\u548c\u5e94\u7528\u573a\u666f\u662f\u975e\u5e38\u7684\u91cd\u8981\uff0c\u56e0\u6b64\u672c\u90e8\u95e8\u4e3b\u8981\u4e3a\u5927\u5bb6\u4ecb\u7ecd\u4e00\u4e9b\u884c\u4e1a\u5e94\u7528\u6750\u6599\u3002<span style=\"font-size: 16px;\"><\/span><\/p>\n<p><strong>6.1 \u300a\u6570\u636e\u6398\u91d1\u2014\u2014\u7535\u5b50\u5546\u52a1\u8fd0\u8425\u7a81\u56f4\u300b<\/strong><\/p>\n<p><strong>\u8c46\u74e3\u8bc4\u52067.3<\/strong><\/p>\n<p>\u4f5c\u8005\uff1a\u8c2d\u78ca<\/p>\n<\/p>\n<p><strong>\u4e66\u4e2d\u5bfc\u8bfb\uff1a<\/strong><\/p>\n<p>\u7535\u5546\u5750\u62e5\u4e92\u8054\u7f51\u884c\u4e1a\u6700\u4e30\u5bcc\u7684\u7528\u6237\u6570\u636e\u91d1\u77ff\uff0c\u5374\u5f88\u5c11\u6709\u4eba\u4ece\u4e2d\u6316\u6398\u51fa\u771f\u91d1\u767d\u94f6\u3002\u300a\u6570\u636e\u6398\u91d1\u2014\u2014\u7535\u5b50\u5546\u52a1\u8fd0\u8425\u7a81\u56f4\u300b\u4e00\u4e66\u65e8\u5728\u6253\u7834\u8fd9\u4e00\u56f0\u5883\uff0c\u672c\u4e66\u7528\u6d45\u663e\u7684\u6587\u5b57\u4e0e\u72ec\u7279\u7684\u89c6\u89d2\uff0c\u4e0d\u4ec5\u6210\u529f\u89e3\u8bfb\u7535\u5546\u6570\u636e\u8fd0\u8425\u4e4b\u60d1\uff0c\u66f4\u5448\u73b0\u5927\u91cf\u6570\u636e\u5206\u6790\u548c\u6316\u6398\u7684\u5fc5\u8981\u57fa\u7840\u77e5\u8bc6\u53ca\u5b9e\u7528\u76f8\u5173\u5de5\u5177\u3002<\/p>\n<p><span>\u5728\u901a\u8fc7\u9605\u8bfb\u8f7b\u677e\u638c\u63e1\u7535\u5546\u6570\u636e\u8fd0\u8425\u987b\u5173\u6ce8\u7684\u8981\u70b9\u4e0e\u65b9\u6cd5\u4e4b\u540e\uff0c\u8bfb\u8005\u8fd8\u53ef\u6709\u9488\u5bf9\u6027\u5730\u4ece\u4e66\u4e2d\u9009\u62e9\u5b66\u4e60\u5982\u4f55\u5229\u7528\u6570\u636e\u6765\u5b8c\u6210\u2014\u2014\u6d41\u91cf\u83b7\u53d6\u4f18\u5316\u3001\u5e7f\u544a\u6295\u653e\u3001\u5ba2\u6237\u5206\u6790\uff0c\u4ee5\u53ca\u5ba2\u6237\u4ef7\u503c\u63d0\u5347\u7b49\u4e00\u7cfb\u5217<a class=\"tag-links\" href=\"https:\/\/www.fagao.me\/p\/t\/113\">\u7535\u5546\u8fd0\u8425<\/a>\u8981\u52a1\u3002<\/span><\/p>\n<p><strong><span>\u70b9\u8bc4\uff1a<\/span><\/strong><\/p>\n<p><span>\u867d\u8bf4\u300a\u6570\u636e\u6398\u91d1\u2014\u2014\u7535\u5b50\u5546\u52a1\u8fd0\u8425\u7a81\u56f4\u300b\u4e00\u4e66\u4e3b\u8981\u5b9a\u4f4d\u662f\u7ed9\u7535\u5546\u4ece\u4e1a\u4eba\u5458\uff0c\u4f46\u662f\u6d69\u5f6c\u8001\u6495\u76f8\u4fe1\uff0c\u5f53\u4e2d\u7684\u4e00\u4e9b\u6570\u636e\u5206\u6790\u903b\u8f91\u4ee5\u53ca\u6280\u5de7\uff0c\u90fd\u80fd\u591f\u5bf9\u5176\u4ed6\u884c\u4e1a\u7684\u6570\u636e\u5206\u6790\u4eba\u5458\uff0c\u5e02\u573a\u4eba\u5458\uff0c\u8fd0\u8425\u4eba\u5458\u5e26\u6765\u5f88\u5927\u7684\u542f\u53d1\u3002<\/span><\/p>\n<p><strong>6.2 \u300a\u6e38\u620f\u6570\u636e\u5206\u6790\u7684\u827a\u672f\u300b<\/strong><\/p>\n<p><strong>\u8c46\u74e3\u8bc4\u52067.4<\/strong><\/p>\n<p>\u4f5c\u8005\uff1a\u4e8e\u6d0b \/ \u4f59\u654f\u96c4 \/ \u5434\u5a1c \/ \u5e08\u80dc\u67f1<\/p>\n<\/p>\n<p><strong>\u4e66\u4e2d\u5bfc\u8bfb\uff1a<\/strong><\/p>\n<p>\u300a\u6e38\u620f\u6570\u636e\u5206\u6790\u7684\u827a\u672f\u300b\u5b83\u9996\u6b21\u7cfb\u7edf\u8bb2\u89e3\u4e86\u5982\u4f55\u5bf9\u6e38\u620f\u884c\u4e1a\u7684\u6570\u636e\u8fdb\u884c\u5206\u6790\u3002\u4f5c\u8005\u662f\u6765\u81eaTalkingData\u7b49\u56fd\u5185\u9876\u5c16\u7684\u6570\u636e\u5206\u6790\u673a\u6784\u548c\u897f\u5c71\u5c45\u8fd9\u6837\u7684\u77e5\u540d\u6e38\u620f\u516c\u53f8\u7684\u8d44\u6df1\u6570\u636e\u5206\u6790\u4e13\u5bb6\uff0c \u5bf9\u6e38\u620f\u6570\u636e\u4ece\u4e0d\u540c\u7684\u4e1a\u52a1\u89d2\u5ea6\u8fdb\u884c\u4e86\u8be0\u91ca\u3002\u672c\u4e66\u8be6\u7ec6\u5256\u6790\u4e86\u6e38\u620f\u6570\u636e\u5206\u6790\u76f8\u5173\u7684\u6307\u6807\u3001\u65b9\u6cd5\u8bba\u3001\u5185\u5bb9\u6316\u6398\u3001\u6570\u636e\u6316\u6398\u3001\u8f6f\u4ef6\u4f7f\u7528\u3001\u6e38\u620f\u8bbe\u8ba1\u3001\u8fd0\u8425\u7b56\u5212\u3001\u6e20\u9053\u63a8\u5e7f\u3001\u6536\u5165\u89e3\u8bfb\u3001\u7528\u6237\u5206\u6790\u548c\u7559\u5b58\u5206\u6790\u7b49\u3002\u5bf9\u4e8e\u4ea7\u54c1\u8bbe\u8ba1\u3001\u5f00\u53d1\u3001\u8fd0\u8425\u3001\u63a8\u5e7f\u4ee5\u53ca\u6e38\u620f\u884c\u4e1a\u7684\u4eba\u624d\u57f9\u517b\u90fd\u5c06\u5e26\u6765\u5de8\u5927\u7684\u63a8\u8fdb\u4f5c\u7528\u3002<\/p>\n<p><strong>\u70b9\u8bc4\uff1a<\/strong><\/p>\n<p>\u6e38\u620f\u884c\u4e1a\u6570\u636e\u5206\u6790\u6bd4\u8f83\u91cd\u8981\u7684\u53c2\u8003\u8bfb\u7269\u3002\u5982\u679c\u662f\u975e\u6e38\u620f\u884c\u4e1a\uff0c\u4ec5\u662f\u60f3\u5b66\u4e60\u6570\u636e\u601d\u7ef4\uff0c\u6d69\u5f6c\u8001\u6495\u89c9\u5f97\u300a\u6e38\u620f\u6570\u636e\u5206\u6790\u7684\u827a\u672f\u300b\u8981\u6bd4\u300a<span>\u6570\u636e\u6398\u91d1\u2014\u2014\u7535\u5b50\u5546\u52a1\u8fd0\u8425\u7a81\u56f4<\/span>\u300b\u7565\u597d\uff0c<strong>\u56e0\u4e3a\u672c\u4e66\u7684\u903b\u8f91\u6027\u548c\u6846\u67b6\u6027\u66f4\u5f3a\u4e00\u70b9<\/strong>\u3002\u7f8e\u4e2d\u4e0d\u8db3\u7684\u53ef\u80fd\u5c31\u662f\u5206\u6790\u89d2\u5ea6\u8fd8\u662f\u4e0d\u591f\u6df1\u5165\uff0c\u540c\u65f6\u6ca1\u80fd\u9488\u5bf9\u5de5\u5177\u5b9e\u73b0\u6709\u66f4\u8be6\u7ec6\u7684\u8bf4\u660e\u3002<\/p>\n<p><strong>6.3 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