{"id":1321,"date":"2024-08-20T07:48:00","date_gmt":"2024-08-19T23:48:00","guid":{"rendered":"https:\/\/blog.laoyulaoyu.top\/?p=1321"},"modified":"2024-08-13T10:44:16","modified_gmt":"2024-08-13T02:44:16","slug":"%e5%89%91%e6%a1%a5%e5%a4%a7%e5%ad%a6%e6%9c%80%e6%96%b0%e6%88%90%e6%9e%9c-%ef%bc%9a%e5%9f%ba%e4%ba%8ecvae%e5%8f%8a%e6%8f%90%e5%89%8d%e4%bf%a1%e6%81%af%e7%9a%84%e8%82%a1%e7%a5%a8%e4%ba%a4%e6%98%93","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2024\/08\/20\/%e5%89%91%e6%a1%a5%e5%a4%a7%e5%ad%a6%e6%9c%80%e6%96%b0%e6%88%90%e6%9e%9c-%ef%bc%9a%e5%9f%ba%e4%ba%8ecvae%e5%8f%8a%e6%8f%90%e5%89%8d%e4%bf%a1%e6%81%af%e7%9a%84%e8%82%a1%e7%a5%a8%e4%ba%a4%e6%98%93\/","title":{"rendered":"\u5251\u6865\u5927\u5b66\u6700\u65b0\u6210\u679c \uff1a\u57fa\u4e8eCVAE\u53ca\u63d0\u524d\u4fe1\u606f\u7684\u80a1\u7968\u4ea4\u6613\u91cf\u9884\u6d4b\u6a21\u578b"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1a<a href=\"https:\/\/www.laoyulaoyu.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-cyan-bluish-gray-color\">\u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002<\/mark><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/6c224f4a20a44623b39dceee892860040df3d7ff.webp\" alt=\"\" class=\"wp-image-1369\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<pre class=\"wp-block-verse\"><strong>\u5199\u5728\u524d\u9762\u7684\u8bdd\uff1a<\/strong>\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u6761\u4ef6\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08CVAE\uff09\u7684\u65b0\u65b9\u6cd5\uff0c\u7528\u4e8e\u9884\u6d4b\u80a1\u7968\u4ea4\u6613\u91cf\u65f6\u95f4\u5e8f\u5217\uff0c\u7279\u522b\u662f\u5229\u7528\u63d0\u524d\u4fe1\u606f\u5982\u6307\u6570\u518d\u5e73\u8861\u65e5\u671f\u6765\u63d0\u9ad8\u9884\u6d4b\u7cbe\u5ea6\u3002\u901a\u8fc7\u5b9e\u8bc1\u5206\u6790\uff0cCVAE\u5728\u6355\u6349\u975e\u7ebf\u6027\u6a21\u5f0f\u548c\u63d0\u4f9b\u60c5\u666f\u5206\u6790\u65b9\u9762\u4f18\u4e8e\u4f20\u7edf\u7ebf\u6027\u6a21\u578b\uff0c<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u4e3a\u91d1\u878d\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u63d0\u4f9b\u4e86\u65b0\u7684\u89c6\u89d2\u548c\u5de5\u5177\uff0c\u800c\u4e0d\u5728\u6267\u7740\u4e8e\u9884\u6d4b\u6536\u76ca\u7387\u3002<\/mark><\/pre>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>1. \u5f15\u8a00 (Introduction)<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9884\u6d4b\u52a8\u673a<\/strong>\uff1a\u8bba\u6587\u9996\u5148\u4ecb\u7ecd\u4e86\u65e5\u5e38\u80a1\u7968\u4ea4\u6613\u91cf\u9884\u6d4b\u7684\u91cd\u8981\u6027\uff0c\u5c24\u5176\u662f\u5728\u91d1\u878d\u9886\u57df\u3002\u4f5c\u8005\u6307\u51fa\uff0c\u4f20\u7edf\u7684\u7ebf\u6027\u6a21\u578b\u53ef\u80fd\u4e0d\u8db3\u4ee5\u6355\u6349\u5e02\u573a\u7684\u975e\u7ebf\u6027\u7279\u5f81\uff0c\u56e0\u6b64\u63d0\u51fa\u4f7f\u7528\u6761\u4ef6\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08CVAE\uff09\u6765\u6539\u8fdb\u9884\u6d4b\u3002<\/li>\n\n\n\n<li><strong>\u63d0\u524d\u4fe1\u606f\u7684\u4f5c\u7528<\/strong>\uff1a\u4f5c\u8005\u89e3\u91ca\u4e86\u63d0\u524d\u4fe1\u606f\u7684\u6982\u5ff5\uff0c\u5373\u5728\u8fdb\u884c\u9884\u6d4b\u65f6\uff0c\u9664\u4e86\u5386\u53f2\u6570\u636e\u5916\uff0c\u8fd8\u53ef\u4ee5\u5229\u7528\u672a\u6765\u5df2\u77e5\u7684\u4fe1\u606f\uff0c\u5982\u80a1\u7968\u6307\u6570\u7684\u518d\u5e73\u8861\u65e5\u671f\u3002\u8fd9\u79cd\u4fe1\u606f\u6709\u52a9\u4e8e\u63d0\u9ad8\u9884\u6d4b\u7684\u51c6\u786e\u6027\u3002<\/li>\n\n\n\n<li><strong>\u957f\u671f\u4e0e\u77ed\u671f\u9884\u6d4b<\/strong>\uff1a\u8bba\u6587\u533a\u5206\u4e86\u957f\u671f\u9884\u6d4b\u548c\u77ed\u671f\u9884\u6d4b\u4efb\u52a1\u3002\u957f\u671f\u9884\u6d4b\u5173\u6ce8\u7684\u662f\u8f83\u8fdc\u672a\u6765\u7684\u4ea4\u6613\u91cf\uff0c\u800c\u975e\u5e73\u7a33\u65f6\u95f4\u5e8f\u5217\u7684\u957f\u671f\u9884\u6d4b\u53ef\u80fd\u4e0d\u4f1a\u6536\u655b\u5230\u4e00\u4e2a\u5e38\u6570\uff0c\u8fd9\u4e0e\u7ebf\u6027\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u6709\u6240\u4e0d\u540c\u3002\u77ed\u671f\u9884\u6d4b\u5219\u5173\u6ce8\u8fd1\u671f\u7684\u672a\u6765\uff0c\u4f8b\u5982\u4e00\u5468\u5185\u7684\u4ea4\u6613\u91cf\u3002<\/li>\n\n\n\n<li><strong>\u6587\u732e\u56de\u987e<\/strong>\uff1a\u4f5c\u8005\u56de\u987e\u4e86\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u8fdb\u884c\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u7684\u76f8\u5173\u7814\u7a76\uff0c\u5305\u62ec\u65f6\u95f4\u5e8f\u5217\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u548c\u53cc\u5411\u53d8\u5206\u81ea\u7f16\u7801\u5668\u3002\u540c\u65f6\uff0c\u4e5f\u63d0\u5230\u4e86\u5728\u8d1d\u53f6\u65af\u65f6\u95f4\u5e8f\u5217\u6a21\u578b\u4e2d\u5229\u7528\u63d0\u524d\u4fe1\u606f\u7684\u6982\u5ff5\u3002<\/li>\n\n\n\n<li><strong>\u7814\u7a76\u8d21\u732e<\/strong>\uff1a\u8bba\u6587\u660e\u786e\u4e86\u4e09\u4e2a\u4e3b\u8981\u8d21\u732e\uff1a\n<ol class=\"wp-block-list\">\n<li>\u8bc6\u522b\u5e76\u5efa\u6a21\u4e86\u5e26\u6709\u63d0\u524d\u4fe1\u606f\u7684\u9884\u6d4b\u95ee\u9898\uff0c\u5e76\u901a\u8fc7CVAE\u67b6\u6784\u8fdb\u884c\u975e\u7ebf\u6027\u4ea4\u4e92\u5efa\u6a21\u3002<\/li>\n\n\n\n<li>\u5c55\u793a\u4e86CVAE\u5728\u4e8b\u4ef6\u9a71\u52a8\u89e3\u91ca\u548c\u60c5\u666f\u751f\u6210\u65b9\u9762\u7684\u80fd\u529b\uff0c\u8fd9\u6709\u52a9\u4e8e\u66f4\u597d\u5730\u7406\u89e3\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u5bf9EURO STOXX 50\u6307\u6570\u6210\u5206\u80a1\u7684\u65e5\u5e38\u4ea4\u6613\u91cf\u8fdb\u884c\u4e86\u5b9e\u8bc1\u7814\u7a76\uff0c\u4e3a\u957f\u671f\u9884\u6d4b\u63d0\u4f9b\u4e86\u5b9e\u8bc1\u652f\u6301\u3002<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li><strong>\u7b26\u53f7\u8bf4\u660e<\/strong>\uff1a\u6700\u540e\uff0c\u4f5c\u8005\u5217\u51fa\u4e86\u8bba\u6587\u4e2d\u4f7f\u7528\u7684\u4e3b\u8981\u7b26\u53f7\u548c\u5b83\u4eec\u7684\u542b\u4e49\uff0c\u4e3a\u8bfb\u8005\u7406\u89e3\u540e\u7eed\u7ae0\u8282\u7684\u6570\u5b66\u8868\u8fbe\u548c\u6a21\u578b\u8bbe\u5b9a\u63d0\u4f9b\u4e86\u65b9\u4fbf\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>2. \u65b9\u6cd5\u8bba\uff1a\u4ece\u975e\u7ebf\u6027\u5efa\u6a21\u5230\u751f\u6210\u7b97\u6cd5\u9884\u6d4b<\/strong><\/h2>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.1 \u65f6\u95f4\u5e8f\u5217\u7684CVAE\u6a21\u578b\u6982\u8ff0<\/strong><\/h3>\n\n\n\n<p>\u4f5c\u8005\u9996\u5148\u4ecb\u7ecd\u4e86CVAE\u7684\u57fa\u672c\u6982\u5ff5\u548c\u5efa\u6a21\u5047\u8bbe\u3002CVAE\u662f\u4e00\u79cd\u751f\u6210\u6a21\u578b\uff0c\u80fd\u591f\u5b66\u4e60\u8f93\u5165\u6570\u636e\u7684\u6f5c\u5728\u8868\u793a\uff0c\u5e76\u751f\u6210\u65b0\u7684\u6570\u636e\u70b9\u3002\u5728\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u7684\u80cc\u666f\u4e0b\uff0cCVAE\u901a\u8fc7\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u7f51\u7edc\u6765\u6355\u6349\u6570\u636e\u7684\u6f5c\u5728\u7ed3\u6784\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7f16\u7801\u5668<\/strong>\uff1a\u5c06\u89c2\u6d4b\u6570\u636e\u6620\u5c04\u5230\u6f5c\u5728\u7a7a\u95f4\u7684\u5206\u5e03\u53c2\u6570\uff08\u5747\u503c\u548c\u65b9\u5dee\uff09\u3002<\/li>\n\n\n\n<li><strong>\u89e3\u7801\u5668<\/strong>\uff1a\u4ece\u6f5c\u5728\u7a7a\u95f4\u751f\u6210\u6570\u636e\u7684\u5206\u5e03\uff0c\u7528\u4e8e\u9884\u6d4b\u672a\u6765\u7684\u65f6\u95f4\u70b9\u3002<\/li>\n<\/ul>\n\n\n\n<p>CVAE\u7684\u5173\u952e\u5047\u8bbe\u662f\uff0c\u7ed9\u5b9a\u8f93\u5165\u6570\u636e\u548c\u6f5c\u5728\u53d8\u91cf\uff0c\u8f93\u51fa\u7684\u5206\u5e03\u662f\u9ad8\u65af\u5206\u5e03\uff0c\u5177\u6709\u975e\u7ebf\u6027\u548c\u672a\u77e5\u7684\u5747\u503c\u51fd\u6570\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.2 CVAE\u7684\u751f\u6210\u65b9\u6848<\/strong><\/h3>\n\n\n\n<p>\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8eCVAE\u7684\u751f\u6210\u65b9\u6848\uff0c\u7528\u4e8e\u751f\u6210\u9884\u6d4b\u8def\u5f84\u3002\u8be5\u65b9\u6848\u9996\u5148\u4ece\u6f5c\u5728\u7a7a\u95f4\u7684\u5148\u9a8c\u5206\u5e03\u4e2d\u62bd\u6837\uff0c\u7136\u540e\u4f7f\u7528\u89e3\u7801\u5668\u751f\u6210\u9884\u6d4b\u503c\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u53ef\u4ee5\u751f\u6210\u591a\u4e2a\u9884\u6d4b\u8def\u5f84\uff0c\u5e76\u8ba1\u7b97\u5b83\u4eec\u7684\u5e73\u5747\u503c\u4f5c\u4e3a\u6700\u7ec8\u7684\u9884\u6d4b\u7ed3\u679c\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9884\u6d4b\u8def\u5f84<\/strong>\uff1a\u4e00\u7cfb\u5217\u65f6\u95f4\u70b9\u7684\u9884\u6d4b\u503c\u3002<\/li>\n\n\n\n<li><strong>\u5e73\u5747\u9884\u6d4b\u8def\u5f84<\/strong>\uff1a\u6240\u6709\u751f\u6210\u7684\u9884\u6d4b\u8def\u5f84\u7684\u7b97\u672f\u5e73\u5747\u503c\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.3 \u63d0\u524d\u4fe1\u606f\u7684\u9884\u6d4b\u573a\u666f<\/strong><\/h3>\n\n\n\n<p>\u63d0\u524d\u4fe1\u606f\u662f\u6307\u5728\u9884\u6d4b\u65f6\u5df2\u77e5\u4f46\u5728\u672a\u6765\u67d0\u4e2a\u65f6\u95f4\u70b9\u624d\u4f1a\u53d8\u5f97\u76f8\u5173\u7684\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u80a1\u7968\u6307\u6570\u7684\u518d\u5e73\u8861\u65e5\u671f\u3002\u4f5c\u8005\u5f15\u5165\u4e86\u63d0\u524d\u4fe1\u606f\u7684\u6982\u5ff5\uff0c\u5e76\u8ba8\u8bba\u4e86\u5982\u4f55\u5c06\u5176\u7eb3\u5165CVAE\u6a21\u578b\u4e2d\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u63d0\u524d\u4fe1\u606f<\/strong>\uff1a\u5df2\u77e5\u7684\u672a\u6765\u4fe1\u606f\uff0c\u5982\u518d\u5e73\u8861\u65e5\u671f\uff0c\u53ef\u4ee5\u4f5c\u4e3a\u6a21\u578b\u7684\u8f93\u5165\u3002<\/li>\n\n\n\n<li><strong>\u666e\u901a\u4fe1\u606f<\/strong>\uff1a\u4ec5\u5305\u542b\u5f53\u524d\u548c\u5386\u53f2\u6570\u636e\u7684\u4fe1\u606f\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.4 \u4f7f\u7528\u63d0\u524d\u4fe1\u606f\u548cCVAE\u7684\u9884\u6d4b\u7b97\u6cd5<\/strong><\/h3>\n\n\n\n<p>\u4f5c\u8005\u63d0\u51fa\u4e86\u4e24\u79cd\u7b97\u6cd5\uff0c\u7528\u4e8e\u7ed3\u5408\u63d0\u524d\u4fe1\u606f\u548cCVAE\u8fdb\u884c\u9884\u6d4b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7b97\u6cd51<\/strong>\uff1a\u4e00\u822c\u6027\u7684\u8fed\u4ee3\u9884\u6d4b\u7b97\u6cd5\uff0c\u9002\u7528\u4e8e\u5177\u6709\u63d0\u524d\u4fe1\u606f\u7684\u9884\u6d4b\u573a\u666f\u3002\u8be5\u7b97\u6cd5\u901a\u8fc7\u8fed\u4ee3\u5730\u66f4\u65b0\u4fe1\u606f\u5e76\u751f\u6210\u65b0\u7684\u9884\u6d4b\u8def\u5f84\uff0c\u6700\u7ec8\u5f97\u5230\u4e00\u7cfb\u5217\u9884\u6d4b\u7ed3\u679c\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-13.png\" alt=\"\" class=\"wp-image-1370\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7b97\u6cd52<\/strong>\uff1a\u9488\u5bf9\u5177\u6709\u4e00\u9636\u81ea\u56de\u5f52\u666e\u901a\u4fe1\u606f\u7684\u7279\u6b8a\u60c5\u51b5\uff0c\u7c7b\u4f3c\u4e8e\u7ecf\u5178\u7ebf\u6027\u65f6\u95f4\u5e8f\u5217\u6a21\u578b\u3002\u8be5\u7b97\u6cd5\u5728\u5904\u7406\u4fe1\u606f\u65f6\u91c7\u7528\u4e86\u66f4\u7b80\u5316\u7684\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-1-4.png\" alt=\"\" class=\"wp-image-1371\"\/><\/figure>\n\n\n\n<p>\u8fd9\u4e24\u79cd\u7b97\u6cd5\u90fd\u5141\u8bb8\u6211\u4eec\u63a2\u7d22\u4e0d\u540c\u7684\u9884\u6d4b\u60c5\u666f\uff0c\u901a\u8fc7\u6539\u53d8\u6761\u4ef6\u53d8\u91cf\u6765\u751f\u6210\u65b0\u7684\u9884\u6d4b\u8def\u5f84\uff0c\u4ece\u800c\u63d0\u4f9b\u5bf9\u6a21\u578b\u7684\u6df1\u5165\u7406\u89e3\u548c\u89e3\u91ca\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>3. \u5b9e\u8bc1\u5e94\u7528\uff1a\u65e5\u5e38\u80a1\u7968\u4ea4\u6613\u91cf\u9884\u6d4b<\/strong><\/h2>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.1 \u6570\u636e\u53ef\u7528\u6027\u548c\u5904\u7406<\/strong><\/h3>\n\n\n\n<p>\u4f5c\u8005\u9996\u5148\u4ecb\u7ecd\u4e86\u6570\u636e\u6765\u6e90\u548c\u5904\u7406\u65b9\u6cd5\u3002\u6570\u636e\u96c6\u5305\u542b\u4e86\u6765\u81eaYahoo Finance\u768450\u53ea\u6b27\u6d32\u80a1\u7968\u7684\u65e5\u5e38\u4ea4\u6613\u91cf\u6570\u636e\uff0c\u8fd9\u4e9b\u80a1\u7968\u662fEURO STOXX 50\u6307\u6570\u57282023\u5e74\u5e95\u7684\u6210\u5206\u80a1\u3002\u6570\u636e\u88ab\u5206\u4e3a\u8bad\u7ec3\u96c6\uff082021\u5e74\u521d\u81f32022\u5e74\u5e95\uff09\u548c\u6d4b\u8bd5\u96c6\uff082023\u5e74\u521d\u81f32023\u5e746\u6708\u5e95\uff09\u3002\u4e3a\u4e86\u6807\u51c6\u5316\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff0c\u4f5c\u8005\u8ba1\u7b97\u4e86\u6bcf\u53ea\u80a1\u7968\u5728\u8bad\u7ec3\u671f\u95f4\u7684\u5747\u503c\u548c\u65b9\u5dee\uff0c\u7136\u540e\u5bf9\u6570\u636e\u8fdb\u884c\u4e86\u53bb\u4e2d\u5fc3\u5316\u548c\u65b9\u5dee\u7edf\u4e00\u5904\u7406\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-2-2.png\" alt=\"\" class=\"wp-image-1372\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.2 \u9884\u6d4b\u4efb\u52a1<\/strong><\/h3>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u4f5c\u8005\u5b9a\u4e49\u4e86\u4e24\u4e2a\u9884\u6d4b\u4efb\u52a1\uff1a\u957f\u671f\u9884\u6d4b\u548c\u77ed\u671f\u6eda\u52a8\u9884\u6d4b\u3002\u957f\u671f\u9884\u6d4b\u5173\u6ce8\u5728\u672a\u6765\u8f83\u8fdc\u7684\u65f6\u95f4\u70b9\uff08\u4f8b\u5982\u4e24\u5468\u540e\uff09\u7684\u80a1\u7968\u4ea4\u6613\u91cf\uff0c\u800c\u77ed\u671f\u6eda\u52a8\u9884\u6d4b\u5219\u5173\u6ce8\u672a\u6765\u4e00\u5468\u5185\u591a\u4e2a\u65f6\u95f4\u6bb5\u7684\u4ea4\u6613\u91cf\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.3 \u6a21\u578b\u603b\u7ed3<\/strong><\/h3>\n\n\n\n<p>\u4f5c\u8005\u4ecb\u7ecd\u4e86\u7528\u4e8e\u9884\u6d4b\u7684\u6a21\u578b\uff0c\u5305\u62ec\u5355\u53d8\u91cfCVAE\uff08U-CVAE\uff09\u548c\u591a\u53d8\u91cfCVAE\uff08M-CVAE\uff09\u3002U-CVAE\u7528\u4e8e\u5355\u4e2a\u80a1\u7968\u7684\u4ea4\u6613\u91cf\u9884\u6d4b\uff0c\u800cM-CVAE\u7528\u4e8e\u540c\u65f6\u9884\u6d4b50\u53ea\u80a1\u7968\u7684\u4ea4\u6613\u91cf\u3002\u4f5c\u4e3a\u5bf9\u6bd4\uff0c\u4f5c\u8005\u8fd8\u63d0\u4f9b\u4e86\u4e24\u79cd\u57fa\u7ebf\u6a21\u578b\uff1a\u81ea\u56de\u5f52\u79fb\u52a8\u5e73\u5747\u6a21\u578b\uff08ARMA(1,1)\uff09\u548c\u5411\u91cf\u81ea\u56de\u5f52\u6a21\u578b\uff08VAR(1)\uff09\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.4 \u8bc4\u4f30\u6307\u6807<\/strong><\/h3>\n\n\n\n<p>\u9884\u6d4b\u6a21\u578b\u7684\u6027\u80fd\u901a\u8fc7\u5747\u65b9\u8bef\u5dee\uff08MSE\uff09\u548c\u76f8\u5173\u6027\u77e9\u9635\u6765\u8bc4\u4f30\u3002MSE\u8861\u91cf\u9884\u6d4b\u503c\u4e0e\u5b9e\u9645\u89c2\u6d4b\u503c\u4e4b\u95f4\u7684\u5dee\u5f02\uff0c\u800c\u76f8\u5173\u6027\u77e9\u9635\u5219\u8bc4\u4f30\u9884\u6d4b\u503c\u4e0e\u5b9e\u9645\u89c2\u6d4b\u503c\u4e4b\u95f4\u7684\u76f8\u5173\u7a0b\u5ea6\u3002\u4f5c\u8005\u8fd8\u5f15\u5165\u4e86\u76f8\u5173\u6027\u5dee\u5f02\uff08CD\uff09\u548c\u4ea4\u53c9\u76f8\u5173\u6027\u5dee\u5f02\uff08CCD\uff09\u4f5c\u4e3a\u8bc4\u4f30\u6307\u6807\uff0c\u4ee5\u8861\u91cf\u9884\u6d4b\u503c\u4e0e\u5b9e\u9645\u6570\u636e\u5728\u76f8\u5173\u6027\u65b9\u9762\u7684\u5dee\u5f02\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-3-3-828x1024.png\" alt=\"\" class=\"wp-image-1373\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-4-2-838x1024.png\" alt=\"\" class=\"wp-image-1374\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-5-2.png\" alt=\"\" class=\"wp-image-1375\" style=\"width:645px;height:auto\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.5 \u6027\u80fd\u603b\u7ed3<\/strong><\/h3>\n\n\n\n<p>\u4f5c\u8005\u63d0\u4f9b\u4e86\u957f\u671f\u9884\u6d4b\u548c\u77ed\u671f\u6eda\u52a8\u9884\u6d4b\u7684\u6027\u80fd\u8bc4\u4f30\u7ed3\u679c\u3002\u7ed3\u679c\u663e\u793a\uff0cCVAE\u6a21\u578b\u5728MSE\u65b9\u9762\u7684\u8868\u73b0\u4f18\u4e8e\u57fa\u7ebf\u6a21\u578b\uff0c\u5c24\u5176\u662f\u5728\u77ed\u671f\u9884\u6d4b\u4e2d\u3002\u6b64\u5916\uff0cCVAE\u6a21\u578b\u5728\u4ea4\u53c9\u76f8\u5173\u6027\u65b9\u9762\u4e5f\u663e\u8457\u4f18\u4e8e\u7ebf\u6027\u57fa\u7ebf\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-7-2.png\" alt=\"\" class=\"wp-image-1376\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.6 \u89e3\u7801\u5668\u4f5c\u4e3a\u751f\u6210\u5668\uff1a\u7279\u5f81\u89e3\u91ca\u548c\u60c5\u666f\u751f\u6210<\/strong><\/h3>\n\n\n\n<p>\u5728\u8fd9\u4e00\u90e8\u5206\uff0c\u4f5c\u8005\u63a2\u8ba8\u4e86\u5982\u4f55\u4f7f\u7528CVAE\u7684\u89e3\u7801\u5668\u6765\u89e3\u91ca\u7279\u5f81\u7684\u5f71\u54cd\u548c\u751f\u6210\u4e0d\u540c\u60c5\u666f\u4e0b\u7684\u9884\u6d4b\u3002\u4f8b\u5982\uff0c\u4f5c\u8005\u5206\u6790\u4e86\u518d\u5e73\u8861\u65e5\u671f\uff08RB\uff09\u5bf9\u9884\u6d4b\u7684\u5f71\u54cd\uff0c\u5e76\u5c55\u793a\u4e86\u5728\u6ca1\u6709\u518d\u5e73\u8861\u4e8b\u4ef6\u7684\u60c5\u51b5\u4e0b\u9884\u6d4b\u8def\u5f84\u7684\u53d8\u5316\u3002\u6b64\u5916\uff0c\u4f5c\u8005\u8fd8\u63a2\u8ba8\u4e86\u6ede\u540e\u4ea4\u6613\u91cf\u7279\u5f81\u5bf9\u77ed\u671f\u9884\u6d4b\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/640-8-1.png\" alt=\"\" class=\"wp-image-1377\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>4. \u8fdb\u4e00\u6b65\u8ba8\u8bba<\/strong><\/h2>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.1 \u975e\u5e73\u7a33\u65f6\u95f4\u5e8f\u5217\u4e2d\u7684\u8def\u5f84\u76f8\u5173\u6027<\/strong><\/h3>\n\n\n\n<p>\u4f5c\u8005\u8ba8\u8bba\u4e86\u5728\u975e\u5e73\u7a33\u65f6\u95f4\u5e8f\u5217\u4e2d\u8ba1\u7b97\u8def\u5f84\u76f8\u5173\u6027\u7684\u95ee\u9898\u3002\u4ed6\u4eec\u6307\u51fa\uff0c\u5728\u975e\u5e73\u7a33\u60c5\u51b5\u4e0b\uff0c\u4f20\u7edf\u7684\u76f8\u5173\u6027\u5ea6\u91cf\u53ef\u80fd\u4e0d\u9002\u7528\uff0c\u56e0\u4e3a\u5b83\u4eec\u901a\u5e38\u5047\u8bbe\u6570\u636e\u662f\u5e73\u7a33\u7684\u3002\u4f5c\u8005\u63d0\u51fa\u4e86\u4e24\u79cd\u76f8\u5173\u6027\u5ea6\u91cf\u65b9\u6cd5\uff1a\u6761\u4ef6\u81ea\u76f8\u5173\u8def\u5f84\uff08CAP\uff09\u548c\u5e73\u5747\u6761\u4ef6\u81ea\u76f8\u5173\u8def\u5f84\uff08ACP\uff09\uff0c\u5e76\u8ba8\u8bba\u4e86\u5b83\u4eec\u5728\u975e\u5e73\u7a33\u65f6\u95f4\u5e8f\u5217\u4e2d\u7684\u5e94\u7528\u548c\u5c40\u9650\u6027\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>CAP<\/strong>\uff1a\u57fa\u4e8e\u751f\u6210\u7684\u5e73\u5747\u9884\u6d4b\u8def\u5f84\u7684\u76f8\u5173\u6027\u5ea6\u91cf\u3002<\/li>\n\n\n\n<li><strong>ACP<\/strong>\uff1a\u57fa\u4e8e\u6bcf\u6761\u751f\u6210\u8def\u5f84\u7684\u5e73\u5747\u76f8\u5173\u6027\u5ea6\u91cf\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4f5c\u8005\u901a\u8fc7\u5b9e\u8bc1\u5206\u6790\u5c55\u793a\u4e86CAP\u548cACP\u5728\u77ed\u671f\u6eda\u52a8\u9884\u6d4b\u548c\u957f\u671f\u9884\u6d4b\u4e2d\u7684\u4e0d\u540c\u8868\u73b0\uff0c\u5e76\u6307\u51faACP\u53ef\u80fd\u66f4\u597d\u5730\u6355\u6349\u5b9e\u9645\u6570\u636e\u7684\u76f8\u5173\u6027\u7ed3\u6784\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.2 \u5176\u4ed6\u6269\u5c55<\/strong><\/h3>\n\n\n\n<p>\u4f5c\u8005\u63d0\u51fa\u4e86CVAE\u9884\u6d4b\u65b9\u6848\u7684\u5176\u4ed6\u6f5c\u5728\u6269\u5c55\uff0c\u8fd9\u4e9b\u6269\u5c55\u65e8\u5728\u63d0\u9ad8\u6a21\u578b\u7684\u9884\u6d4b\u80fd\u529b\u548c\u7075\u6d3b\u6027\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u751f\u6210\u65b9\u6848\u7684\u6539\u8fdb<\/strong>\uff1a\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u524d\u4e00\u89c2\u6d4b\u503c\u7684\u6761\u4ef6\u751f\u6210\u65b9\u6848\uff0c\u8fd9\u53ef\u80fd\u5141\u8bb8\u6a21\u578b\u66f4\u597d\u5730\u6355\u6349\u65f6\u95f4\u5e8f\u5217\u7684\u52a8\u6001\u7279\u6027\u3002<\/li>\n\n\n\n<li><strong>\u533a\u95f4\u9884\u6d4b<\/strong>\uff1a\u8ba8\u8bba\u4e86\u9664\u4e86\u70b9\u9884\u6d4b\u4e4b\u5916\uff0c\u8fdb\u884c\u533a\u95f4\u9884\u6d4b\u7684\u53ef\u80fd\u6027\uff0c\u8fd9\u53ef\u4ee5\u63d0\u4f9b\u5173\u4e8e\u9884\u6d4b\u4e0d\u786e\u5b9a\u6027\u7684\u66f4\u591a\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u7684\u6539\u8fdb<\/strong>\uff1a\u63d0\u51fa\u4e86\u589e\u52a0\u6f5c\u5728\u7ef4\u5ea6\u548c\u4f7f\u7528\u4e0d\u540c\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff08\u5982\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff09\u7684\u53ef\u80fd\u6027\uff0c\u4ee5\u66f4\u597d\u5730\u903c\u8fd1\u6570\u636e\u7684\u771f\u5b9e\u975e\u7ebf\u6027\u548c\u975e\u5e73\u7a33\u7279\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>5. \u7ed3\u8bba (Conclusion)<\/strong><\/h2>\n\n\n\n<p>\u672c\u7ae0\u603b\u7ed3\u4e86\u7814\u7a76\u7684\u4e3b\u8981\u53d1\u73b0\uff0c\u5e76\u63d0\u51fa\u4e86\u672a\u6765\u5de5\u4f5c\u7684\u65b9\u5411\u3002\u7814\u7a76\u8868\u660e\uff0c\u6761\u4ef6\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08CVAE\uff09\u5728\u5904\u7406\u5e26\u6709\u63d0\u524d\u4fe1\u606f\u7684\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u95ee\u9898\u65b9\u9762\u5177\u6709\u663e\u8457\u4f18\u52bf\uff0c\u5c24\u5176\u662f\u5728\u80a1\u7968\u4ea4\u6613\u91cf\u9884\u6d4b\u4efb\u52a1\u4e2d\uff0c\u4e0e\u4f20\u7edf\u7ebf\u6027\u6a21\u578b\u76f8\u6bd4\uff0cCVAE\u80fd\u591f\u751f\u6210\u66f4\u51c6\u786e\u548c\u4fe1\u606f\u4e30\u5bcc\u7684\u9884\u6d4b\u3002\u6b64\u5916\uff0cCVAE\u67b6\u6784\u652f\u6301\u60c5\u666f\u5206\u6790\u548c\u7279\u5f81\u89e3\u91ca\uff0c\u4e3a\u91d1\u878d\u5206\u6790\u63d0\u4f9b\u4e86\u65b0\u7684\u89c6\u89d2\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u4f5c\u8005\u4e5f\u6307\u51fa\u4e86\u5728\u975e\u5e73\u7a33\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4e2d\u5b58\u5728\u7684\u6311\u6218\uff0c\u5e76\u63d0\u51fa\u4e86\u53ef\u80fd\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5982\u6539\u8fdb\u751f\u6210\u65b9\u6848\u3001\u8003\u8651\u533a\u95f4\u9884\u6d4b\u548c\u63a2\u7d22\u66f4\u590d\u6742\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u3002\u6700\u540e\uff0c\u8bba\u6587\u5f3a\u8c03\u4e86CVAE\u5728\u91d1\u878d\u9886\u57df\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4e2d\u7684\u6f5c\u529b\uff0c\u5e76\u9f13\u52b1\u672a\u6765\u7684\u7814\u7a76\u8fdb\u4e00\u6b65\u63a2\u7d22\u548c\u6539\u8fdb\u8fd9\u4e9b\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong><mark style=\"background-color:#ffffff\" class=\"has-inline-color has-cyan-bluish-gray-color\">\u672c\u6587\u5185\u5bb9\u4ec5\u4ec5\u662f\u6280\u672f\u63a2\u8ba8\u548c\u5b66\u4e60\uff0c\u5e76\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002<br>\u8f6c\u53d1\u8bf7\u6ce8\u660e\u539f\u4f5c\u8005\u548c\u51fa\u5904\u3002<\/mark><\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u8001\u4f59\u635e\u9c7c \u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002&#8230;<\/p>\n<div class=\"more-link-wrapper\"><a class=\"more-link\" href=\"https:\/\/laoyulaoyu.com\/index.php\/2024\/08\/20\/%e5%89%91%e6%a1%a5%e5%a4%a7%e5%ad%a6%e6%9c%80%e6%96%b0%e6%88%90%e6%9e%9c-%ef%bc%9a%e5%9f%ba%e4%ba%8ecvae%e5%8f%8a%e6%8f%90%e5%89%8d%e4%bf%a1%e6%81%af%e7%9a%84%e8%82%a1%e7%a5%a8%e4%ba%a4%e6%98%93\/\">Continue reading<span class=\"screen-reader-text\">\u5251\u6865\u5927\u5b66\u6700\u65b0\u6210\u679c \uff1a\u57fa\u4e8eCVAE\u53ca\u63d0\u524d\u4fe1\u606f\u7684\u80a1\u7968\u4ea4\u6613\u91cf\u9884\u6d4b\u6a21\u578b<\/span><\/a><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[5,6],"class_list":["post-1321","post","type-post","status-publish","format-standard","hentry","category-aiinvest","tag-ai","tag-6","entry"],"_links":{"self":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1321","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/comments?post=1321"}],"version-history":[{"count":3,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1321\/revisions"}],"predecessor-version":[{"id":1327,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1321\/revisions\/1327"}],"wp:attachment":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/media?parent=1321"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/categories?post=1321"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/tags?post=1321"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}