{"id":38205,"date":"2023-07-15T22:47:31","date_gmt":"2023-07-15T14:47:31","guid":{"rendered":"http:\/\/stmu.1000uc.com\/mu\/?p=38205"},"modified":"2023-07-15T22:47:31","modified_gmt":"2023-07-15T14:47:31","slug":"%e5%a5%87%e8%bf%b9mu%e5%90%8e%e5%8f%b0%e6%a8%a1%e5%bc%8f%ef%bc%9f%e5%a5%87%e8%bf%b91-03h%e8%bf%9e%e5%87%bb%e6%af%ab%e7%a7%92%e8%ae%be%e7%bd%ae","status":"publish","type":"post","link":"http:\/\/stmu.1000uc.com\/mu\/38205.html","title":{"rendered":"mu\u540e\u53f0\u6a21\u5f0f\uff1f1.03h\u8fde\u51fb\u6beb\u79d2\u8bbe\u7f6e"},"content":{"rendered":"

\u5404\u4f4d\u8001\u94c1\u4eec\uff0c\u5927\u5bb6\u597d\uff0c\u4eca\u5929\u7531\u6211\u6765\u4e3a\u5927\u5bb6\u5206\u4eab\u5947\u8ff9mu\u540e\u53f0\u6a21\u5f0f\uff0c\u4ee5\u53ca\u5947\u8ff91.03h\u8fde\u51fb\u6beb\u79d2\u8bbe\u7f6e\u7684\u76f8\u5173\u95ee\u9898\u77e5\u8bc6\uff0c\u5e0c\u671b\u5bf9\u5927\u5bb6\u6709\u6240\u5e2e\u52a9\u3002\u5982\u679c\u53ef\u4ee5\u5e2e\u52a9\u5230\u5927\u5bb6\uff0c\u8fd8\u671b\u5173\u6ce8\u6536\u85cf\u4e0b\u672c\u7ad9\uff0c\u60a8\u7684\u652f\u6301\u662f\u6211\u4eec\u6700\u5927\u7684\u52a8\u529b\uff0c\u8c22\u8c22\u5927\u5bb6\u4e86\u54c8\uff0c\u4e0b\u9762\u6211\u4eec\u5f00\u59cb\u5427\uff01<\/p>\n

\u5947\u8ff91.03h\u8fde\u51fb\u6beb\u79d2\u8bbe\u7f6e<\/h3>\n

\u65b9\u6cd5\/\u6b65\u9aa4<\/p>\n

1\/5\u5206\u6b65\u9605\u8bfb<\/p>\n

\u654f\u6377\u8981\u6c42\u6280\u80fd\u6392\u5e8f\u8fde\u51fb\u6280\u80fd\u5ef6\u65f6\u6beb\u79d280001\u9739\u96f3\u56de\u65cb\u65a91642\u88ad\u98ce\u523a180\u654f\u6377\u8981\u6c42\u6280\u80fd\u6392\u5e8f\u8fde\u51fb\u6280\u80fd\u5ef6\u65f6\u6beb\u79d280001\u9739\u96f3\u56de\u65cb\u65a91652\u88ad\u98ce\u523a181<\/p>\n

2\/5<\/p>\n

\u654f\u6377\u8981\u6c42\u6280\u80fd\u6392\u5e8f\u8fde\u51fb\u6280\u80fd\u5ef6\u65f6\u6beb\u79d280001\u9739\u96f3\u56de\u65cb\u65a91862\u88ad\u98ce\u523a18<\/p>\n

\u654f\u6377\u8981\u6c42\u6280\u80fd\u6392\u5e8f\u8fde\u51fb\u6280\u80fd\u5ef6\u65f6\u6beb\u79d280001\u9739\u96f3\u56de\u65cb\u65a91642\u88ad\u98ce\u523a1803\u540e\u53f0\u5de6\u952e198<\/p>\n

3\/5<\/p>\n

\u654f\u6377\u8981\u6c42\u6280\u80fd\u6392\u5e8f\u8fde\u51fb\u6280\u80fd\u5ef6\u65f6\u6beb\u79d280001\u9739\u96f3\u56de\u65cb\u65a91642\u88ad\u98ce\u523a1803\u540e\u53f0\u5de6\u952e213\u654f\u6377\u8981\u6c42\u6280\u80fd\u6392\u5e8f\u8fde\u51fb\u6280\u80fd\u5ef6\u65f6\u6beb\u79d280001\u9739\u96f3\u56de\u65cb\u65a92252\u88ad\u98ce\u523a2893\u540e\u53f0\u5de6\u952e257<\/p>\n

4\/5<\/p>\n

\u654f\u6377\u8981\u6c42\u6280\u80fd\u6392\u5e8f\u8fde\u51fb\u6280\u80fd\u5ef6\u65f6\u6beb\u79d2120001\u9739\u96f3\u56de\u65cb\u65a91442\u88ad\u98ce\u523a2263\u540e\u53f0\u5de6\u952e161\u654f\u6377\u8981\u6c42\u6280\u80fd\u6392\u5e8f\u8fde\u51fb\u6280\u80fd\u5ef6\u65f6\u6beb\u79d2120001\u9739\u96f3\u56de\u65cb\u65a91052\u88ad\u98ce\u523a1593\u540e\u53f0\u5de6\u952e178<\/p>\n

5\/5<\/p>\n

\u654f\u6377\u8981\u6c42\u6280\u80fd\u6392\u5e8f\u8fde\u51fb\u6280\u80fd\u5ef6\u65f6\u6beb\u79d2120001\u9739\u96f3\u56de\u65cb\u65a91382\u88ad\u98ce\u523a1303\u540e\u53f0\u5de6\u952e180\u654f\u6377\u8981\u6c42\u6280\u80fd\u6392\u5e8f\u8fde\u51fb\u6280\u80fd\u5ef6\u65f6\u6beb\u79d2120001\u9739\u96f3\u56de\u65cb\u65a91322\u88ad\u98ce\u523a1423\u540e\u53f0\u5de6\u952e168\u654f\u6377\u8981\u6c42\u6280\u80fd\u6392\u5e8f\u8fde\u51fb\u6280\u80fd\u5ef6\u65f6\u6beb\u79d2120001\u9739\u96f3\u56de\u65cb\u65a91002\u88ad\u98ce\u523a2003\u540e\u53f0\u5de6\u952e135<\/p>\n

\u600e\u4e48\u7406\u89e3\u751f\u6210\u6a21\u578bVAE<\/h3>\n

VAE\uff0c\u5373Auto-encodingvariationalbayes\u662f13\u5e74\u7531Kingma,DiederikP.,andMaxWelling.\u63d0\u51fa\u7684\u3002<\/p>\n

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/1312.6114<\/p>\n

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\u6211\u4eec\u77e5\u9053\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u589e\u52a0\u795e\u7ecf\u7f51\u7edc\u7684\u590d\u6742\u7ed3\u6784\uff0c\u6765\u589e\u5f3a\u795e\u7ecf\u7f51\u7edc\u7684\u975e\u7ebf\u6027\u62df\u5408\u529f\u80fd\u3002\u56e0\u6b64\u53ef\u4ee5\u7528\u795e\u7ecf\u7f51\u7edc\u53bb\u903c\u8fd1\u4e00\u4e9b\u6bd4\u8f83\u590d\u6742\u7684\u51fd\u6570\uff0c\u8fd9\u4e9b\u51fd\u6570\u5982\u679c\u4e0d\u7528\u795e\u7ecf\u7f51\u7edc\u903c\u8fd1\u7684\u8bdd\uff0c\u53ef\u80fd\u975e\u5e38\u590d\u6742\uff0c\u751a\u81f3\u65e0\u6cd5\u4ee5\u975e\u5e38\u663e\u5f62\u7684\u65b9\u5f0f\u5efa\u6a21\u51fa\u6765\uff08\u8981\u77e5\u9053\uff0c\u53ea\u6709\u4e00\u90e8\u5206\u81ea\u7136\u754c\u4e2d\u7684\u89c4\u5f8b\u80fd\u8ba9\u6211\u4eec\u7528\u6570\u5b66\u516c\u5f0f\u62bd\u8c61\u5730\u8868\u8fbe\u51fa\u6765\uff09\u3002<\/p>\n

\u6211\u4eec\u518d\u6765\u7ee7\u7eed\u770b\uff0cVAE\u4e2d\u54ea\u4e00\u6b65\u9700\u8981\u795e\u7ecf\u7f51\u7edc\u7684\u5e2e\u52a9\uff1f<\/p>\n

VAE\u662f\u751f\u6210\u6a21\u578b\uff0c\u5148\u4e0d\u770bVAE\u3002\u7b80\u5355\u5730\u8bf4\uff0c\u5982\u679c\u6211\u4eec\u60f3\u8981\u751f\u6210\u4e00\u4e2a\u6570\u636e\uff0c\u53ef\u4ee5\u901a\u8fc7\u4ec0\u4e48\u6837\u7684\u65b9\u5f0f\u505a\u5230\u5462\uff1f\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u6bd4\u5982\uff0c\u6211\u4eec\u8f93\u5165\u4e00\u4e2a\u5411\u91cf[1,0,0,0]\uff0c\u60f3\u8ba9\u5b83\u7ecf\u8fc7\u795e\u7ecf\u7f51\u7edc\u540e\u751f\u6210\u4e00\u5f20\u732b\u7684\u56fe\u7247\uff0c\u6211\u4eec\u4e0d\u65ad\u8bad\u7ec3\u8fd9\u4e2a\u7f51\u7edc\u53bb\u51cf\u5c0f\u751f\u6210\u7684\u56fe\u50cf\u548c\u539f\u59cb\u56fe\u50cf\u7684\u5e73\u5747\u5e73\u65b9\u8bef\u5dee\u3002\u90a3\u4e48\u8bad\u7ec3\u5b8c\u540e\uff0c\u8fd9\u4e2a\u56fe\u50cf\u7684\u4fe1\u606f\u5c31\u88ab\u4fdd\u7559\u5728\u4e86\u7f51\u7edc\u7684\u53c2\u6570\u4e2d\u3002<\/p>\n

\u6309\u7167\u8fd9\u4e2a\u60f3\u6cd5\uff0c\u6211\u4eec\u518d\u5411\u7f51\u7edc\u8f93\u5165[0,1,0,0]\u4ee3\u8868\u72d7\uff0c\u8ba9\u7f51\u7edc\u80fd\u751f\u6210\u4e00\u4e2a\u72d7\u7684\u56fe\u7247\u3002\u57fa\u4e8e\u8fd9\u4e2a\u601d\u60f3\uff0c\u6211\u4eec\u53ef\u4ee5\u4e0a\u5347\u4e00\u4e2a\u5c42\u6b21\u6269\u5c55\u4e0b\u53bb\uff0c\u6211\u4eec\u53ef\u4ee5\u4e0d\u8f93\u5165\u72ec\u70ed\u7f16\u7801\uff0c\u800c\u662f\u8f93\u5165\u5b9e\u6570\u503c\u5411\u91cf\uff0c\u4ece\u800c\u80fd\u7528\u66f4\u4f4e\u7ef4\u5ea6\u7684\u5411\u91cf\uff0c\u7f16\u7801\u66f4\u591a\u7684\u56fe\u7247\u3002\u4f8b\u5982\u53ef\u4ee5\u8f93\u5165[3.3,4.5,2.1,9.8]\u4ee3\u8868\u732b\uff0c\u8f93\u5165[3.4,2.1,6.7,4.2]\u4ee3\u8868\u72d7\u3002\u8fd9\u4e2a\u5df2\u77e5\u7684\u521d\u59cb\u5411\u91cf\u5c31\u5bf9\u5e94\u4e86VAE\u4e2d\u63d0\u5230\u7684\u6982\u5ff5latentvariable\u3002\u800c\u4e0a\u8ff0\u5f97\u5230\u7684\u7f51\u7edc\u53eb\u505a\u89e3\u7801\u5668\uff0c\u56e0\u4e3a\u7ed9\u7f51\u7edc\u8f93\u5165\u4e00\u4e2a\u6307\u5b9a\u7684\u5411\u91cf\uff0c\u5c31\u80fd\u628a\u8fd9\u4e2a\u5411\u91cf\u901a\u8fc7\u7f51\u7edc\u89e3\u7801\u5f97\u5230\u4e0e\u7f16\u7801\u5411\u91cf\u5bf9\u5e94\u7684\u4e00\u5f20\u56fe\u7247\u3002\u4f46\u8fd9\u4e48\u505a\u7684\u524d\u63d0\u662f\uff0c\u4f60\u5df2\u7ecf\u77e5\u9053\u5728latentvariable\u8fd9\u4e2a\u96c6\u5408\u4e2d\uff0c\u600e\u6837\u7684\u5411\u91cf\u8f93\u7ed9\u7f51\u7edc\u80fd\u751f\u6210\u732b\uff0c\u600e\u6837\u7684\u5411\u91cf\u8f93\u7ed9\u7f51\u7edc\u80fd\u751f\u6210\u72d7\u3002\u5982\u679c\u4f60\u4e0d\u77e5\u9053\u8fd9\u4e2alatentvariable\uff0c\u4f60\u4f1a\u600e\u4e48\u529e\uff0c\u4f60\u53ea\u80fd\u53bb\u8bd5\uff0c\u6bd4\u5982\u968f\u673a\u9009\u4e00\u4e2alatentvariable\u5411\u91cf\u8f93\u8fdb\u7f51\u7edc\uff0c\u770b\u7ed3\u679c\u4f1a\u4e0d\u4f1a\u662f\u4f60\u60f3\u8981\u7684\u732b\u6216\u8005\u72d7\uff0c\u4f46\u8fd9\u79cd\u505a\u6cd5\u5b9e\u5728\u662f\u4e00\u8a00\u96be\u5c3d\uff0c\u4e00\u70b9\u4e0d\u50cf\u662f\u641e\u79d1\u7814\u7684\u4eba\u5e72\u7684\u4e8b\u60c5\u3002<\/p>\n

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\u6211\u4eec\u5148\u5728p\uff08Z\uff09\u4e2d\u9009\u5728\u4e00\u4e2a\u7f16\u7801\u5411\u91cf\uff0c\u5728\u6839\u636e\u8fd9\u4e2a\u7f16\u7801\u5411\u91cf\u751f\u6210\u56fe\u7247\u3002\u5c31\u662f\u56e0\u4e3a\u771f\u5b9e\u7684\u5148\u9a8c\u6982\u7387p\uff08Z\uff09\u5b9e\u5728\u4e0d\u597d\u6355\u6349\u548c\u53d1\u73b0\uff0c\u6211\u4eec\u624d\u5229\u7528VAE\u4e2d\u7684encoder\u53bb\u7f16\u7801\u4e00\u4e2aq\uff08Z\uff09\uff0c\u8fd9\u4e2aq\uff08Z\uff09\u7684\u610f\u4e49\u5c31\u662f\u4e3a\u4e86\u53bb\u903c\u8fd1\u8fd1\u4f3cp\uff08Z\uff09\uff0c\u80fd\u5b8c\u6210p\uff08Z\uff09\u7684\u529f\u80fd\uff0c\u5373\u91c7\u6837\u4e4b\u540e\u80fd\u751f\u6210\u4e00\u5f20\u56fe\u7247\u7684\u529f\u80fd\u3002<\/p>\n

\u56e0\u6b64\uff0c\u6211\u4eec\u5c31\u80fd\u7406\u89e3VAE\u4e2d\u7684loss\u51fd\u6570\u7684\u7ec4\u6210\u4e86\uff0c\u4e00\u65b9\u9762\uff0c\u662f\u56fe\u7247\u7684\u91cd\u6784\u8bef\u5dee\uff0c\u6211\u4eec\u53ef\u4ee5\u7528\u5e73\u5747\u5e73\u65b9\u8bef\u5dee\u6765\u5ea6\u91cf\uff0c\u53e6\u4e00\u65b9\u9762\u3002\u6211\u4eec\u53ef\u4ee5\u7528KL\u6563\u5ea6\u6765\u5ea6\u91cf\u6211\u4eec\u7684q\uff08Z\uff09\u5206\u5e03\u548cp\uff08Z\uff09\u5206\u5e03\u7684\u5dee\u5f02\u3002<\/p>\n

\u6700\u540e\uff0c\u6211\u4eec\u7ed9\u51fa\u5229\u7528VAE\u751f\u6210\u624b\u5199\u6570\u5b57\u7684\u7ed3\u679c\uff1a<\/p>\n

\u611f\u5174\u8da3\u7684\u540c\u5b66\u4e5f\u53ef\u4ee5\u770b\u4e00\u4e0b\uff0c\u4e0b\u9762\u7684\u6709\u5173VAE\u7684\u66f4\u8be6\u7ec6\u7684\u8bba\u6587\uff1a<\/p>\n

http:\/\/lanl.arxiv.org\/pdf\/1606.05908v2<\/p>\n

\u6d77\u4fe1led55mu7000u\u6b7b\u673a\u4e86<\/h3>\n

1\u3001\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u5728\u667a\u80fd\u7535\u89c6\u51fa\u73b0\u6b7b\u673a\u60c5\u51b5\u4e4b\u524d\uff0c\u90fd\u4f1a\u4f34\u968f\u7740\u4e9b\u8bb8\u7cfb\u7edf\u5361\u987f\u6216\u672a\u54cd\u5e94\u7684\u60c5\u51b5\uff0c\u56e0\u800c\u5728\u51fa\u73b0\u8fd9\u6837\u7684\u60c5\u51b5\u65f6\uff0c\u5efa\u8bae\u5b89\u88c5\u6e05\u7406\u8f6f\u4ef6\uff0c\u53ef\u4ee5\u6e05\u9664\u6389\u4e00\u4e9b\u4e0d\u5fc5\u8981\u7684\u540e\u53f0\u8fdb\u7a0b\uff0c\u5df2\u8fbe\u5230\u91ca\u653e\u5185\u5b58\u7684\u76ee\u7684\u3002<\/p>\n

2\u3001\u5728\u65e5\u5e38\u751f\u6d3b\u4e2d\uff0c\u517b\u6210\u65f6\u5e38\u6e05\u7406\u7684\u4e60\u60ef\uff0c\u4e3b\u8981\u9488\u5bf9\u667a\u80fd\u7535\u89c6\u4e0a\u4e00\u4e9b\u65e0\u7528\u5b89\u88c5\u5305\u3001\u6216\u662f\u5378\u8f7d\u5e94\u7528\u7684\u6b8b\u7559\u6587\u4ef6\u7b49\u3002<\/p>\n

3\u3001\u5982\u82e5\u6709\u8f83\u591a\u7684\u65e0\u7528\u539f\u751f\u7cfb\u7edf\u5e94\u7528\uff0c\u4e5f\u53ef\u4ee5\u5c1d\u8bd5\u83b7\u53d6ROOT\u6743\u9650\uff0c\u5e76\u5bf9\u7cfb\u7edf\u5e94\u7528\u8fdb\u884c\u6e05\u7406\uff0c\u53cb\u60c5\u63d0\u793a\uff1a\u5e76\u4e0d\u662f\u6240\u6709\u5e94\u7528\u90fd\u53ef\u4ee5\u5220\u9664\u7684\uff0c\u4e0d\u5f53\u7684\u5220\u9664\u3001\u79fb\u52a8\u64cd\u4f5c\u53ef\u80fd\u4f1a\u5f15\u8d77\u7cfb\u7edf\u5d29\u574f\uff0c\u56e0\u6b64\u9700\u8981\u8c28\u614e\u4f7f\u7528\u3002<\/p>\n

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