{"id":4273,"date":"2017-08-26T01:00:00","date_gmt":"2017-08-25T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-11T14:45:18","modified_gmt":"2018-12-11T06:45:18","slug":"%e5%9c%a8%e8%bf%81%e7%a7%bb%e5%ad%a6%e4%b9%a0%e4%b8%ad%e5%a6%82%e4%bd%95%e9%80%89%e6%8b%a9%e6%95%b0%e6%8d%ae%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=4273","title":{"rendered":"\u5728\u8fc1\u79fb\u5b66\u4e60\u4e2d\u5982\u4f55\u9009\u62e9\u6570\u636e\uff1f"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"font-size: 14px; margin-top: 10px; margin-bottom: 10px; line-height: 2; letter-spacing: 0.5px;\">\n<section  class=\"mpa-template\">\n<p style=\"white-space:normal;text-align:left;\"><img  style=\"box-shadow:rgb(50, 50, 50) 0em 0em 1em 0px;width:100%;height:auto;visibility:visible !important;\"  class=\"\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534232003.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"font-size: 14px; margin-top: 10px; margin-bottom: 10px; line-height: 2; letter-spacing: 0.5px;\">\n<p>\u672c\u7bc7\u6587\u7ae0\u662f\u7ffb\u8bd1\u7684Sebastian Ruder\u6700\u8fd1\u53d1\u5e03\u7684\u4e00\u7bc7\u4ecb\u7ecd\uff0c\u4e3b\u8981\u8bb2\u4e86\u4ed6\u548cBarbara Planck\u4e00\u8d77\u5408\u4f5c\u7684\u53d1\u73b0\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u5728\u8fc1\u79fb\u5b66\u4e60\u4e2d\u7684\u6570\u636e\u9009\u62e9\u6307\u6807\u3002<\/p>\n<\/section>\n<\/section>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"font-size: 14px; margin-top: 10px; margin-bottom: 10px; line-height: 2; letter-spacing: 0.5px;\">\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section style=\"width: 35px;height: 35px;\" >\n<section style=\"width: 100%; height: 100%; display: flex; -webkit-box-pack: center; justify-content: center; -webkit-box-align: center; align-items: center; border-radius: 50%; border-width: 1px; border-style: solid; border-color: rgb(105, 13, 3);\" >\n<section style=\"background-color: rgb(105, 13, 3); padding: 5px; color: rgb(255, 255, 255); width: 80%; height: 80%; border-radius: 50%; font-size: 14px; line-height: 20px; text-align: center;\" >1<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: center; margin-top: 10px; margin-bottom: 20px;\"><strong><span style=\"color: rgb(123, 12, 0); font-size: 16px;\">\u4ecb\u7ecd<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"font-size: 14px; margin-top: 10px; margin-bottom: 10px; line-height: 2; letter-spacing: 0.5px;\">\n<p>\u5728\u673a\u5668\u5b66\u4e60\u4e2d\uff0c\u901a\u5e38\u5047\u8bbe\u6211\u4eec\u6a21\u578b\u4f7f\u7528\u7684\u6570\u636e\u662f\u76f8\u540c\u7684\uff0c\u5373\u548c\u8bad\u7ec3\u6570\u636e\u662f\u540c\u5206\u5e03\u7684\u3002\u4f46\u662f\u4e00\u65e6\u7528\u4e8e\u771f\u5b9e\u4e16\u754c\u4e2d\uff0c\u8fd9\u79cd\u5047\u8bbe\u5c31\u4f1a\u5931\u6548\uff1a\u6211\u4eec\u5e94\u7528\u7684\u5f88\u591a\u6570\u636e\u8d44\u6e90\u548c\u539f\u59cb\u7684\u8bad\u7ec3\u6570\u636e\u662f\u622a\u7136\u4e0d\u540c\u7684\u3002\u6240\u4ee5\u5728\u5b9e\u8df5\u4e2d\uff0c\u8fd9\u4f1a\u5bfc\u81f4\u6211\u4eec\u6a21\u578b\u7684\u6027\u80fd\u975e\u5e38\u7cdf\u7cd5\u3002<\/p>\n<\/section>\n<\/section>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"font-size: 14px; margin-top: 10px; margin-bottom: 10px; line-height: 2; letter-spacing: 0.5px;\">\n<p>\u57df\u9002\u5e94\uff08domain adaptation\uff09\u662f\u4e00\u79cd\u5178\u578b\u7684\u8fc1\u79fb\u5b66\u4e60\uff0c\u53ef\u4ee5\u5e2e\u52a9\u964d\u4f4e\u8bad\u7ec3\u6570\u636e\u548c\u6d4b\u8bd5\u6570\u636e\u4e4b\u95f4\u7684\u5dee\u5f02\u3002\u5173\u4e8e\u8fc1\u79fb\u5b66\u4e60\u7684\u4ecb\u7ecd\u53ef\u4ee5\u770b\u8fd9\u7bc7\u535a\u5ba2 \uff08\u89c1\u53c2\u8003\u6587\u732e\uff09\u3002\u57df\u9002\u5e94\u7684\u65b9\u6cd5\u662f\u7528\u4e8e\u4e00\u822c\u5316\u5730\u5bfb\u6c42\u3001\u8bc6\u522b\u4e24\u4e2a\u57df\u4e4b\u95f4\u5171\u4eab\u7684\u7279\u5f81\u6216\u5b66\u4e60\u5bf9\u4e8e\u4e24\u4e2a\u57df\u6709\u7528\u7684\u8868\u793a\u3002\u5728\u8fd9\u7bc7\u535a\u6587\u4e2d\uff0c\u6211\u5c06\u4f1a\u8ba8\u8bba\u6211\u6700\u8fd1\u548cBarbara Planck\u4e00\u8d77\u53d1\u8868\u6587\u7ae0\u7684\u52a8\u673a\u4e0e\u53d1\u73b0\u3002\u5728\u6b64\uff0c\u6211\u4eec\u6982\u8ff0\u4e86\u57df\u9002\u5e94\u7684\u4e00\u4e2a\u8865\u5145\u65b9\u6cd5\uff0c\u5373\u6211\u4eec\u4f1a\u53bb\u5b66\u4e60\u9009\u62e9\u5bf9\u6211\u4eec\u8bad\u7ec3\u6a21\u578b\u6709\u7528\u7684\u6570\u636e\u800c\u4e0d\u662f\u5b66\u4e60\u4e00\u4e2a\u53ef\u4ee5\u9002\u5e94\u4e24\u4e2a\u57df\u4e4b\u95f4\u7684\u6a21\u578b\u3002<\/p>\n<\/section>\n<\/section>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"font-size: 14px; margin-top: 10px; margin-bottom: 10px; line-height: 2; letter-spacing: 0.5px;\">\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section style=\"width: 35px;height: 35px;\" >\n<section style=\"width: 100%; height: 100%; display: flex; -webkit-box-pack: center; justify-content: center; -webkit-box-align: center; align-items: center; border-radius: 50%; border-width: 1px; border-style: solid; border-color: rgb(105, 13, 3);\" >\n<section style=\"background-color: rgb(105, 13, 3); padding: 5px; color: rgb(255, 255, 255); width: 80%; height: 80%; border-radius: 50%; font-size: 14px; line-height: 20px; text-align: center;\" >2<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: center; margin-bottom: 20px; margin-top: 10px;\"><span style=\"color: rgb(123, 12, 0);\"><strong><span style=\"font-size: 16px;\">\u9632\u6b62\u8d1f\u8fc1\u79fb<\/span><\/strong><\/span><\/p>\n<\/section>\n<\/section>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"font-size: 14px; margin-top: 10px; margin-bottom: 10px; line-height: 2; letter-spacing: 0.5px;\">\n<p>\u5bf9\u4e8e\u8fc1\u79fb\u5b66\u4e60\u800c\u8a00\uff0c\u9009\u62e9\u6570\u636e\u7684\u6700\u4e3b\u8981\u7684\u52a8\u673a\u662f\u4e3a\u4e86\u9632\u6b62\u8d1f\u8fc1\u79fb\uff0c\u5982\u679c\u8bad\u7ec3\u6570\u636e\u6e90\u7684\u4fe1\u606f\u4e0d\u4ec5\u6ca1\u6709\u7528\uff0c\u53cd\u800c\u4f1a\u5bf9\u76ee\u6807\u57df\u4e0a\u7684\u5de5\u4f5c\u9002\u5f97\u5176\u53cd\uff0c\u4fbf\u4f1a\u4ea7\u751f\u8d1f\u8fc1\u79fb\u3002\u8d1f\u8fc1\u79fb\u7684\u5178\u578b\u4f8b\u5b50\u662f\u60c5\u7eea\u5206\u6790\uff1a\u5982\u679c\u6211\u4eec\u8bad\u7ec3\u4e00\u4e2a\u6a21\u578b\u6765\u9884\u6d4b\u56fe\u4e66\u8bc4\u8bba\u7684\u60c5\u7eea\u5206\u6790\uff0c\u6211\u4eec\u53ef\u4ee5\u671f\u5f85\u6a21\u578b\u5728\u4e66\u8bc4\u8fd9\u4e2a\u57df\u505a\u7684\u5f88\u597d\u3002\u7136\u800c\uff0c\u5982\u679c\u5c06\u8fd9\u4e2a\u6a21\u578b\u8fc1\u79fb\u5230\u7535\u5b50\u4ea7\u54c1\u7684\u8bc4\u8bba\u4e2d\uff0c\u7ed3\u679c\u5c31\u662f\u8d1f\u8fc1\u79fb\uff0c\u6211\u4eec\u6a21\u578b\u5b66\u4e60\u5230\u7684\u672f\u8bed\u4e0e\u4e66\u7c4d\u60c5\u7eea\u6709\u5173\uff0c\u800c\u5bf9\u4e8e\u7535\u5b50\u4ea7\u54c1\u7684\u8bc4\u8bba\u5219\u610f\u4e49\u4e0d\u5927\u3002<\/p>\n<\/section>\n<\/section>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"font-size: 14px; margin-top: 10px; margin-bottom: 10px; line-height: 2; letter-spacing: 0.5px;\">\n<p>\u5728\u4ece\u4e00\u4e2a\u6e90\u5230\u4e00\u4e2a\u76ee\u6807\u57df\u7684\u9002\u5e94\u6027\u7684\u7ecf\u5178\u573a\u666f\u4e2d\uff0c&nbsp;\u6211\u4eec\u552f\u4e00\u53ef\u4ee5\u505a\u7684\u662f\u521b\u5efa\u4e00\u4e2a\u80fd\u591f\u89e3\u5f00\u8fd9\u4e9b\u4ece\u610f\u4e49\u4e0a\u8f6c\u53d8\u7684\u6a21\u578b\u3002\u7136\u800c\uff0c\u5728\u4e24\u4e2a\u975e\u5e38\u4e0d\u540c\u7684\u57df\u4e4b\u95f4\u8fdb\u884c\u9002\u5e94\u4ecd\u7136\u4f1a\u9891\u7e41\u5730\u5931\u8d25\u6216\u8005\u6a21\u578b\u8868\u73b0\u975e\u5e38\u5dee\u52b2\u3002<\/p>\n<\/section>\n<\/section>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"font-size: 14px; margin-top: 10px; margin-bottom: 10px; line-height: 2; letter-spacing: 0.5px;\">\n<p>\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u6211\u4eec\u901a\u5e38\u53ef\u4ee5\u8bbf\u95ee\u591a\u4e2a\u6570\u636e\u6e90\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u53ef\u4ee5\u505a\u7684\u4e00\u4ef6\u4e8b\u662f\u5bf9\u6211\u4eec\u7684\u76ee\u6807\u57df\u6700\u6709\u5e2e\u52a9\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u3002 \u7136\u800c\uff0c\u6211\u4eec\u5c1a\u4e0d\u6e05\u695a\u5982\u4f55\u786e\u5b9a\u6e90\u6570\u636e\u5bf9\u76ee\u6807\u57df\u7684\u6709\u7528\u6027\u7684\u6700\u4f73\u65b9\u6cd5\u3002 \u73b0\u6709\u5de5\u4f5c\u901a\u5e38\u4f9d\u8d56\u4e8e\u6e90\u548c\u76ee\u6807\u57df\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u5ea6\u91cf\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u4e00\u4ef6\u6211\u4eec\u53ef\u4ee5\u505a\u7684\u4e8b\u60c5\u5c31\u662f\u5bf9\u6211\u4eec\u7684\u76ee\u6807\u57df\u6700\u6709\u5e2e\u52a9\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u3002\u7136\u800c\uff0c\u786e\u5b9a\u6e90\u6570\u636e\u5bf9\u76ee\u6807\u57df\u7684\u6709\u7528\u6027\u7684\u6700\u4f73\u65b9\u6cd5\u662f\u96fe\u91cc\u770b\u82b1\u3002 \u73b0\u6709\u5de5\u4f5c\u901a\u5e38\u4f9d\u8d56\u4e8e\u6e90\u548c\u76ee\u6807\u57df\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\u5ea6\u91cf\u3002<\/p>\n<\/section>\n<\/section>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"font-size: 14px; margin-top: 10px; margin-bottom: 10px; line-height: 2; letter-spacing: 0.5px;\">\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section style=\"width: 35px;height: 35px;\" >\n<section style=\"width: 100%; height: 100%; display: flex; -webkit-box-pack: center; justify-content: center; -webkit-box-align: center; align-items: center; border-radius: 50%; border-width: 1px; border-style: solid; border-color: rgb(105, 13, 3);\" >\n<section style=\"background-color: rgb(105, 13, 3); padding: 5px; color: rgb(255, 255, 255); width: 80%; height: 80%; border-radius: 50%; font-size: 14px; line-height: 20px; text-align: center;\" >3<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: center; margin-top: 10px; margin-bottom: 20px;\"><span style=\"color: rgb(123, 12, 0);\"><strong><span style=\"font-size: 16px;\">\u6570\u636e\u9009\u62e9\u7684\u8d1d\u53f6\u65af\u4f18\u5316&nbsp;<\/span><\/strong><\/span><\/p>\n<\/section>\n<\/section>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"font-size: 14px; margin-top: 10px; margin-bottom: 10px; line-height: 2; letter-spacing: 0.5px;\">\n<p>\u6211\u4eec\u7684\u5047\u8bbe\u662f\uff0c\u9009\u62e9\u8fc1\u79fb\u5b66\u4e60\u8bad\u7ec3\u6570\u636e\u7684\u6700\u4f73\u65b9\u5f0f\u53d6\u51b3\u4e8e\u4efb\u52a1\u548c\u76ee\u6807\u57df\u3002 \u6b64\u5916\uff0c\u867d\u7136\u73b0\u6709\u7684\u6307\u6807\u53ea\u8003\u8651\u4e0e\u76ee\u6807\u57df\u6709\u5173\u7684\u6570\u636e\uff0c\u4f46\u6211\u4eec\u4e5f\u8ba4\u4e3a\uff0c\u4e00\u4e9b\u8bad\u7ec3\u5b9e\u4f8b\u672c\u8eab\u6bd4\u5176\u4ed6\u8bad\u7ec3\u5b9e\u4f8b\u66f4\u6709\u5e2e\u52a9\u3002<\/p>\n<\/section>\n<\/section>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"font-size: 14px; margin-top: 10px; margin-bottom: 10px; line-height: 2; letter-spacing: 0.5px;\">\n<p>\u7531\u4e8e\u8fd9\u4e9b\u539f\u56e0\uff0c\u6211\u4eec\u5efa\u8bae\u5b66\u4e60\u8fc1\u79fb\u5b66\u4e60\u7684\u6570\u636e\u9009\u62e9\u6307\u6807\u3002 \u6211\u4eec\u4f7f\u7528\u8d1d\u53f6\u65af\u4f18\u5316\uff08Bayesian Optimization\uff09\u6765\u5b9e\u73b0\uff0c\u8be5\u6846\u67b6\u5df2\u6210\u529f\u5730\u7528\u4e8e\u4f18\u5316\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u8d85\u53c2\u6570\uff0c\u5e76\u53ef\u7528\u4e8e\u4f18\u5316\u4efb\u4f55\u9ed1\u76d2\u529f\u80fd\u3002 \u6211\u4eec\u901a\u8fc7\u5b9a\u4e49\u4e0e\u8bad\u7ec3\u6570\u636e\u4e0e\u76ee\u6807\u57df\u7684\u76f8\u4f3c\u6027\u4ee5\u53ca\u5176\u591a\u6837\u6027\u76f8\u5173\u7684\u51e0\u4e2a\u7279\u5f81\u6765\u5b66\u4e60\u6b64\u529f\u80fd\u3002 \u5728\u591a\u6b21\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\uff0c\u6570\u636e\u9009\u62e9\u6a21\u578b\u5c31\u80fd\u591f\u5b66\u4e60\u76f8\u5173\u4efb\u52a1\u4e2d\u7279\u5f81\u7684\u91cd\u8981\u6027\u3002<\/p>\n<\/section>\n<\/section>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"font-size: 14px; margin-top: 10px; margin-bottom: 10px; line-height: 2; letter-spacing: 0.5px;\">\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section style=\"width: 35px;height: 35px;\" >\n<section style=\"width: 100%; height: 100%; display: flex; -webkit-box-pack: center; justify-content: center; -webkit-box-align: center; align-items: center; border-radius: 50%; border-width: 1px; border-style: solid; border-color: rgb(105, 13, 3);\" >\n<section style=\"background-color: rgb(105, 13, 3); padding: 5px; color: rgb(255, 255, 255); width: 80%; height: 80%; border-radius: 50%; font-size: 14px; line-height: 20px; text-align: center;\" >4<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: center; margin-top: 10px; margin-bottom: 20px;\"><span style=\"color: rgb(123, 12, 0);\"><strong><span style=\"font-size: 16px;\">\u8bc4\u4f30\u548c\u7ed3\u8bba<\/span><\/strong><\/span><\/p>\n<\/section>\n<\/section>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"font-size: 14px; margin-top: 10px; margin-bottom: 10px; line-height: 2; letter-spacing: 0.5px;\">\n<p>\u6211\u4eec\u8bc4\u4f30\u6211\u4eec\u7684\u65b9\u6cd5\u5728\u60c5\u7eea\u5206\u6790\uff0c\u90e8\u5206\u8bcd\u6027\u6807\u7b7e\u548c\u4f9d\u8d56\u5173\u7cfb\u89e3\u6790\u8fd9\u4e09\u4e2a\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\uff0c\u5e76\u6bd4\u8f83\u4e86\u968f\u673a\u9009\u62e9\u65b9\u6cd5\u3001\u9009\u62e9\u6700\u76f8\u4f3c\u7684\u6e90\u57df\u6216\u6700\u76f8\u4f3c\u7684\u8bad\u7ec3\u793a\u4f8b\u7684\u73b0\u6709\u65b9\u6cd5\u3002<\/p>\n<\/section>\n<\/section>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"font-size: 14px; margin-top: 10px; margin-bottom: 10px; line-height: 2; letter-spacing: 0.5px;\">\n<p>\u5bf9\u4e8e\u8bc4\u8bba\u7684\u60c5\u7eea\u5206\u6790\uff0c\u5728\u6700\u76f8\u4f3c\u57df\u8fdb\u884c\u8bad\u7ec3\u662f\u4e00\u4e2a\u5f88\u5f3a\u7684\u57fa\u51c6\u7ebf\uff0c\u56e0\u4e3a\u8bc4\u8bba\u7c7b\u522b\u5177\u6709\u660e\u786e\u7684\u754c\u5b9a\u3002\u6211\u4eec\u7684\u6a21\u578b\u663e\u8457\u5730\u63d0\u9ad8\u4e86\u8fd9\u4e00\u57fa\u51c6\u7ebf\uff0c\u5e76\u4e14\u8bba\u8bc1\u4e86\u591a\u6837\u6027\u548c\u76f8\u4f3c\u6027\u662f\u4e92\u8865\u7684\u3002\u6211\u4eec\u751a\u81f3\u548c\u6700\u5148\u8fdb\u9886\u57df\u7684\u9002\u5e94\u65b9\u6cd5\u8fdb\u884c\u4e86\u6027\u80fd\u6bd4\u8f83\uff0c\u5c3d\u7ba1\u6ca1\u6709\u8868\u73b0\u51fa\u4efb\u4f55\u7684\u9002\u5e94\u6027\u3002<\/p>\n<\/section>\n<\/section>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"font-size: 14px; margin-top: 10px; margin-bottom: 10px; line-height: 2; letter-spacing: 0.5px;\">\n<p>\u5bf9\u4e8e\u90e8\u5206\u8bcd\u6027\u6807\u7b7e\u548c\u4f9d\u8d56\u6027\u89e3\u6790\uff0c\u6211\u4eec\u89c2\u6d4b\u5230\u4e86\u66f4\u5c0f\u4f46\u66f4\u4e00\u81f4\u7684\u63d0\u5347\u3002\u6700\u540e\uff0c\u6211\u4eec\u8bc4\u4f30\u5b66\u4e60\u65b9\u6cd5\u5728\u6a21\u578b\u3001\u4efb\u52a1\u548c\u9886\u57df\u4e2d\u7684\u8fc1\u79fb\u80fd\u529b\u3002\u6211\u4eec\u53d1\u73b0\uff0c\u4e00\u4e2a\u6570\u636e\u9009\u62e9\u6307\u6807\u53ef\u4ee5\u7528\u66f4\u7b80\u5355\u7684\u6a21\u578b\u6765\u5b66\u4e60\uff0c\u8be5\u6a21\u578b\u4e5f\u88ab\u7528\u4f5c\u6700\u5148\u8fdb\u7684\u6a21\u578b\u7684\u66ff\u4ee3\u3002\u6b63\u5982\u4eba\u4eec\u6240\u60f3\u7684\u90a3\u6837\uff0c\u5728\u5982POS\u6807\u8bb0\u548c\u89e3\u6790\u7684\u76f8\u5173\u6027\u4efb\u52a1\u4e2d\uff0c\u5728\u57df\u548c\u4efb\u52a1\u4e2d\u7684\u8fc1\u79fb\u662f\u5177\u6709\u9c81\u68d2\u6027\u7684\uff0c\u4f46\u662f\u5728\u5982\u89e3\u6790\u548c\u60c5\u611f\u5206\u6790\u7684\u4e0d\u76f8\u5173\u4efb\u52a1\u4e2d\u5374\u4f1a\u5931\u8d25\u3002<\/p>\n<\/section>\n<\/section>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"font-size: 14px; margin-top: 10px; margin-bottom: 10px; line-height: 2; letter-spacing: 0.5px;\">\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u9009\u62e9\u76f8\u5173\u6570\u636e\u5bf9\u8fc1\u79fb\u5b66\u4e60\u7684\u91cd\u8981\u6027\u3002\u6211\u4eec\u8868\u660e\uff0c\u5728\u8003\u8651\u5230\u4efb\u52a1\u548c\u7279\u5b9a\u57df\u7684\u7279\u5f81\u4e4b\u540e\uff0c\u5b66\u4e60\u51fa\u7684\u4e00\u4e2a\u5408\u9002\u7684\u6570\u636e\u9009\u62e9\u6307\u6807\u8981\u4f18\u4e8e\u73b0\u6709\u7684\u6307\u6807\u3002\u6211\u4eec\u53d1\u73b0\uff0c\u5728\u9009\u62e9\u6070\u5f53\u7684\u8bad\u7ec3\u6570\u636e\u65f6\u662f\u591a\u6837\u6027\u548c\u76f8\u4f3c\u6027\u4e92\u8865\uff0c\u5e76\u4e14\u5b66\u4e60\u5230\u7684\u6307\u6807\u53ef\u4ee5\u5728\u6a21\u578b\uff0c\u9886\u57df\u548c\u4efb\u52a1\u4e2d\u9c81\u68d2\u7684\u8fdb\u884c\u8fc1\u79fb\u3002\u8fd9\u9879\u5de5\u4f5c\u5c06\u57282017\u5e74\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5b9e\u8df5\u65b9\u6cd5\u5927\u4f1a\u4e0a\u53d1\u8868\u3002\u66f4\u591a\u7684\u7ec6\u8282\u53ef\u4ee5\u5728\u8fd9\u91cc\u7684\u8bba\u6587\u4e2d\u627e\u5230\u3002<\/p>\n<p><br  \/><\/p>\n<div class=\"post-image\"><img    class=\"\"   style=\"box-shadow: rgb(140, 140, 140) 0em 0em 1em 0px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534232003-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/div>\n<\/section>\n<\/section>\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section style=\"width: 35px;height: 35px;\" >\n<section style=\"width: 100%; height: 100%; display: flex; -webkit-box-pack: center; justify-content: center; -webkit-box-align: center; align-items: center; border-radius: 50%; border-width: 1px; border-style: solid; border-color: rgb(105, 13, 3);\" >\n<section style=\"background-color: rgb(105, 13, 3); padding: 5px; color: rgb(255, 255, 255); width: 80%; height: 80%; border-radius: 50%; font-size: 14px; line-height: 20px; text-align: center;\" >5<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: center; margin-top: 10px; margin-bottom: 20px;\"><span style=\"color: rgb(123, 12, 0);\"><strong><span style=\"letter-spacing: 0.5px; font-size: 16px;\">\u53c2\u8003\u6587\u732e<\/span><\/strong><\/span><\/p>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><span style=\"font-size: 14px;\">1.\u5173\u4e8e\u8fc1\u79fb\u5b66\u4e60\u7684\u7efc\u8ff0\uff0c\u53ef\u4ee5\u770b<span style=\"letter-spacing: 0.5px;\">Sebastian Ruder\u5199\u5f97\u4e00\u7bc7\u535a\u5ba2\u4ecb\u7ecd\uff1a<\/span>http:\/\/ruder.io\/transfer-learning\/<\/span><\/p>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><span style=\"font-size: 14px;\">2.\u5173\u4e8e\u4e0a\u9762\u8bf4\u5230\u7684\u8fc1\u79fb\u5b66\u4e60\u9009\u62e9\u6570\u636e\u7684\u65b9\u6cd5\u53ef\u4ee5\u770b<span style=\"font-size: 14px; letter-spacing: 0.5px;\">Sebastian Ruder\u548c<\/span>Barbara Planck\u5408\u4f5c\u7684\u8bba\u6587\uff1aLearning to select data for transfer learning with Bayesian Optimizationhttps:\/\/arxiv.org\/abs\/1707.05246<\/span><\/p>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><span style=\"font-size: 14px;\">3.<span style=\"font-size: 14px; letter-spacing: 0.5px;\">2017\u5e74\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5b9e\u8df5\u65b9\u6cd5\u5927\u4f1a\uff1ahttp:\/\/emnlp2017.net\/<\/span><\/span><\/p>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><span style=\"font-size: 14px; letter-spacing: 0.5px;\">4.\u70b9\u51fb\u9605\u8bfb\u539f\u6587\u67e5\u770b\u539f\u6587\u94fe\u63a5\u3002<\/span><\/p>\n<p><br  \/><\/p>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; text-align: center;\"><span style=\"color: rgb(123, 12, 0);\"><strong><span style=\"font-size: 16px;\">\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/span><\/p>\n<p style=\"margin: 10px 0.5em; white-space: normal; line-height: 2em; letter-spacing: 0.5px; text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486069&amp;idx=1&amp;sn=dd43d1e8a9fa27a545ebcc4f72e0f21f&amp;chksm=e89450f8dfe3d9ee918b0d74ae8803cc1a4592890f25d33a07a133744d38c1aa62624b4b13e9&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline; font-size: 13px;\"><strong><span style=\"font-size: 12px;\">\u91cd\u78c5\u7cfb\u5217\u8bfe\uff1a\u706b\u70ac\u4e0a\u7684\u6df1\u5ea6\u5b66\u4e60(\u4e0a)<\/span><\/strong><strong><span style=\"font-size: 12px;\"><\/span><\/strong><\/a><br  \/><\/p>\n<p style=\"margin: 10px 0.5em; white-space: normal; line-height: 2em; letter-spacing: 0.5px; text-align: center;\"><span style=\"text-decoration: underline; font-size: 13px;\"><strong><span style=\"font-size: 12px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485974&amp;idx=1&amp;sn=5957a1c8489c8ea09e51eac9f6d41542&amp;chksm=e894509bdfe3d98d8b0c94ff093b0611ca9532aac2bda8e0adbab16d6c664aad41955aa8202f&amp;scene=21#wechat_redirect\" target=\"_blank\">AI\u6539\u53d8\u4e86\u79d1\u5b66\u2014\u2014\u300a\u79d1\u5b66\u300b\u6700\u65b0AI\u7279\u520a | \u524d\u6cbf<\/a><br  \/><\/span><\/strong><\/span><\/p>\n<p style=\"margin: 10px 0.5em; white-space: normal; line-height: 2em; letter-spacing: 0.5px; text-align: center;\"><span style=\"text-decoration: underline; font-size: 12px;\"><strong><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486092&amp;idx=1&amp;sn=29e524ba33f4fa20b3fb95c983337cdd&amp;chksm=e8945001dfe3d917e041b68b7e3847df79b40ee12e3da6983c8415d7aa9bba5c713df9632d85&amp;scene=21#wechat_redirect\" target=\"_blank\">\u6cdb\u5728\u7684AI\u4e0e\u6570\u5b57\u4e0a\u5e1d<\/a><br  \/><\/strong><\/span><\/p>\n<p style=\"margin: 10px 0.5em; white-space: normal; line-height: 2em; letter-spacing: 0.5px; text-align: center;\"><span style=\"text-decoration: underline; font-size: 13px;\"><strong><span style=\"font-size: 12px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485943&amp;idx=1&amp;sn=0d3669e104f21ac7116a32f597519f5b&amp;chksm=e894537adfe3da6c03ef63babab5f21ea10a67edf1f402c0782d8ba085352c43189448a9106b&amp;scene=21#wechat_redirect\" target=\"_blank\">\u4eba\u5de5\u667a\u80fd\u793e\u4f1a\u5b66\uff0d\u672a\u6765\u7684\u65b0\u5174\u5b66\u79d1\uff1f<\/a><br  \/><\/span><\/strong><\/span><\/p>\n<p style=\"margin: 10px 0.5em; white-space: normal; line-height: 2em; letter-spacing: 0.5px; text-align: center;\"><span style=\"text-decoration: underline; font-size: 13px;\"><strong><span style=\"font-size: 12px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485855&amp;idx=1&amp;sn=e546a3f6023d90909a9ac9a3d3b4658f&amp;chksm=e8945312dfe3da04d4633aed4a4d1f9770a710ef76fc0349fdb2a8b458e56ea72804103b5b7d&amp;scene=21#wechat_redirect\" target=\"_blank\">\u4ece\u4e07\u7269\u6709\u7075\u5230AI\u638c\u7ba1\u4e16\u754c<\/a><br  \/><\/span><\/strong><\/span><\/p>\n<p style=\"margin: 10px 0.5em; white-space: normal; line-height: 2em; letter-spacing: 0.5px; text-align: center;\"><span style=\"text-decoration: underline; font-size: 13px;\"><strong><span style=\"font-size: 12px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485723&amp;idx=1&amp;sn=ef60e683e1d9377f0ebc583d761a0066&amp;chksm=e8945396dfe3da808b84c9dcafe65c02920b77847ed3831066a376c01112de6777a476a3de2e&amp;scene=21#wechat_redirect\" target=\"_blank\">\u900f\u89c6\u6df1\u5ea6\u5b66\u4e60\uff0c\u7545\u60f3\u672a\u6765\u5e94\u7528<\/a><br  \/><\/span><\/strong><\/span><\/p>\n<p style=\"margin: 10px 0.5em; white-space: normal; line-height: 2em; letter-spacing: 0.5px; text-align: center;\"><span style=\"text-decoration: underline; font-size: 13px;\"><strong><span style=\"font-size: 12px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485677&amp;idx=1&amp;sn=c87541996d9f734390b9c6b2ab9abde5&amp;chksm=e8945260dfe3db76d5839523786f649d4fe7222f7f2a3a35be5775e3dc8d032a4bffb1544eeb&amp;scene=21#wechat_redirect\" target=\"_blank\">\u63ea\u7740\u81ea\u5df1\u7684\u5934\u53d1\u79bb\u5f00\u5730\u7403<\/a><\/span><\/strong><\/span><\/p>\n<p style=\"margin-top: 5px; white-space: normal; text-align: center; line-height: 1.75em;\"><br  \/><\/p>\n<hr style=\"white-space: normal;\"  \/>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; font-size: 16px; white-space: normal; color: rgb(62, 62, 62); background-color: rgb(255, 255, 255); text-align: center;\"><img class=\"__bg_gif\"     width=\"100%\" style=\"letter-spacing: 0.5px; visibility: visible !important; width: 64px !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534232003.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<section   style=\"margin-right: 0.5em; margin-left: 0.5em; font-size: 16px; white-space: normal; color: rgb(62, 62, 62); line-height: 25.6px; letter-spacing: 0.5px; background-color: rgb(255, 255, 255);\">\n<section   style=\"margin-right: 0.5em; margin-left: 0.5em; line-height: 25.6px; text-align: center; outline: none;\">\n<section   style=\"margin-right: 0.5em; margin-left: 0.5em; line-height: 25.6px; outline: none;\">\n<section   style=\"outline: none;\">\n<section  style=\"margin-right: 0.5em; margin-left: 0.5em; font-size: 15px; outline: none;\">\n<section  style=\"line-height: 25.6px; border-color: rgb(123, 12, 0);\">\n<p style=\"margin-top: 10px; margin-bottom: 10px; padding-right: 3px; padding-left: 3px; transform: translate3d(0px, 0px, 0px); border-color: rgb(123, 12, 0); line-height: 1.5em;\"><strong><span style=\"font-size: 12px; color: rgb(136, 136, 136);\">\u96c6\u667aQQ\u7fa4\uff5c292641157<br  \/>\u5546\u52a1\u5408\u4f5c\uff5czhangqian@swarma.org<br  \/>\u6295\u7a3f\u8f6c\u8f7d\uff5cwangting@swarma.org<\/span><\/strong><\/p>\n<section   style=\"margin-right: 0.5em; margin-left: 0.5em; outline: none;\">\n<h1 style=\"margin-top: 10px; margin-bottom: 10px; line-height: 1.75em;\"><strong style=\"font-size: 14px; white-space: pre-wrap; color: rgb(0, 112, 192); line-height: 25.6px;\"><strong style=\"line-height: 28px; white-space: normal; color: rgb(61, 170, 214); font-size: 20px;\"><span style=\"font-size: 14px; color: rgb(136, 136, 136);\"><span style=\"color: rgb(255, 76, 0);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(0, 128, 255);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(61, 170, 214);\">\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; font-size: 19px; font-family: \u5fae\u8f6f\u96c5\u9ed1; color: rgb(71, 193, 168); line-height: 23.2727px; overflow-wrap: break-word !important;\"><span style=\"color: rgb(123, 12, 0);\"><strong><span style=\"font-size: 14px;\">\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; font-size: 19px; font-family: \u5fae\u8f6f\u96c5\u9ed1; color: rgb(71, 193, 168); line-height: 23.2727px; overflow-wrap: break-word !important;\"><span style=\"color: rgb(0, 0, 0);\"><strong><span style=\"font-size: 14px;\"><br  \/><\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; font-size: 19px; font-family: \u5fae\u8f6f\u96c5\u9ed1; color: rgb(71, 193, 168); line-height: 23.2727px; overflow-wrap: break-word !important;\"><span style=\"color: rgb(0, 0, 0);\"><strong><span style=\"font-size: 14px;\">\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n<section style=\"margin-right: 0.5em; margin-left: 0.5em; font-size: 14px; color: rgb(71, 193, 168); line-height: 20px; overflow-wrap: break-word !important;\">\n<p style=\"margin: 5px auto; padding: 10px; width: 180px; border-width: 2px; border-style: dashed; border-color: rgb(132, 132, 132); line-height: normal; overflow-wrap: break-word !important;\"><img class=\"\"      width=\"auto\" style=\"overflow-wrap: break-word !important; visibility: visible !important; width: auto !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534232003.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<\/section>\n<p><span style=\"font-size: 14px;\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<p><span style=\"font-size: 14px;\"><br  \/><\/span><\/p>\n<\/section>\n<\/section>\n<section class=\"mpa-template\"   >\n<section style=\"max-width: 100%; border-width: 0px; border-style: none; border-color: initial; text-align: left;\">\n<section style=\"max-width:100%;display:inline-block;width:30px;box-sizing:border-box !important;word-wrap:break-word !important;\"><img class=\"\"     style=\"display:inline-block;vertical-align:middle;box-sizing:border-box !important;word-wrap:break-word !important;width:auto !important;height:auto !important;visibility:visible !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534232003.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<section  style=\"max-width:100%;margin-left:5px;display:inline-block;vertical-align:middle;font-size:12px;box-sizing:border-box !important;word-wrap:break-word !important;\">\u6233\u9605\u8bfb\u539f\u6587\uff0c\u83b7\u53d6\u539f\u6587\u94fe\u63a5\uff01<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<blockquote class='keep-source'>\n<p>\u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff1a                         \u96c6\u667a\u4ff1\u4e50\u90e8                      <\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u7bc7\u6587\u7ae0\u662f\u7ffb\u8bd1\u7684Sebastian Ruder\u6700\u8fd1\u53d1\u5e03\u7684\u4e00\u7bc7\u4ecb\u7ecd\uff0c\u4e3b\u8981\u8bb2\u4e86\u4ed6\u548cBarbara Planck\u4e00\u8d77\u5408\u4f5c\u7684\u53d1\u73b0\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u5728\u8fc1\u79fb\u5b66\u4e60\u4e2d\u7684\u6570\u636e\u9009\u62e9\u6307\u6807\u3002 1 \u4ecb\u7ecd \u5728\u673a\u5668\u5b66\u4e60\u4e2d\uff0c\u901a\u5e38\u5047\u8bbe\u6211\u4eec\u6a21\u578b\u4f7f\u7528\u7684\u6570\u636e\u662f\u76f8\u540c\u7684\uff0c\u5373\u548c\u8bad\u7ec3\u6570\u636e\u662f\u540c\u5206\u5e03\u7684\u3002\u4f46\u662f\u4e00\u65e6\u7528\u4e8e\u771f\u5b9e\u4e16\u754c\u4e2d\uff0c\u8fd9\u79cd\u5047\u8bbe\u5c31\u4f1a\u5931\u6548\uff1a\u6211\u4eec\u5e94\u7528\u7684\u5f88&#8230;<\/p>\n","protected":false},"author":1,"featured_media":4274,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[22],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/4273"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4273"}],"version-history":[{"count":1,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/4273\/revisions"}],"predecessor-version":[{"id":4284,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/4273\/revisions\/4284"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/4274"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4273"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4273"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4273"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=4273"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}