{"id":3870,"date":"2026-07-05T23:11:43","date_gmt":"2026-07-05T15:11:43","guid":{"rendered":"https:\/\/www.khsci.com\/docs\/index.php\/2026\/07\/05\/cnn-rnn-regression-matlab\/"},"modified":"2026-07-06T00:06:19","modified_gmt":"2026-07-05T16:06:19","slug":"cnn-rnn-regression-matlab","status":"publish","type":"post","link":"https:\/\/www.khsci.com\/docs\/index.php\/2026\/07\/05\/cnn-rnn-regression-matlab\/","title":{"rendered":"CNN-RNN\u6df7\u5408\u56de\u5f52\u9884\u6d4bMATLAB\u4ee3\u7801"},"content":{"rendered":"\n<ul>\n<li>\u4f7f\u7528\u6ce2\u58eb\u987f\u623f\u4ef7\u9884\u6d4b\u4f5c\u4e3a\u6f14\u793a\u6848\u4f8b\u3002<\/li>\n<li>\u53ef\u4ee5\u8bbe\u7f6e CNN \u5377\u79ef\u6838\u6570\u91cf\u3001\u5377\u79ef\u6838\u5bbd\u5ea6\u3001\u6c60\u5316\u7a97\u53e3\u7b49\u7ed3\u6784\u53c2\u6570\u3002<\/li>\n<li>\u53ef\u4ee5\u5728 LSTM\u3001GRU\u3001BiLSTM \u4e09\u79cd\u5faa\u73af\u7f51\u7edc\u7ed3\u6784\u4e4b\u95f4\u5feb\u901f\u5207\u6362\u3002<\/li>\n<li>\u53ef\u4ee5\u5feb\u901f\u5212\u5206\u8bad\u7ec3\u96c6\u3001\u9a8c\u8bc1\u96c6\u3001\u6d4b\u8bd5\u96c6\uff0c\u5e76\u4fdd\u8bc1\u6d4b\u8bd5\u96c6\u53ea\u5728\u6a21\u578b\u8bad\u7ec3\u5b8c\u6210\u540e\u53c2\u4e0e\u6700\u7ec8\u8bc4\u4ef7\u3002<\/li>\n<li>\u7a0b\u5e8f\u8fd0\u884c\u5b8c\u540e\u81ea\u52a8\u7ed8\u5236\u8bad\u7ec3\u96c6\u9884\u6d4b\u6548\u679c\u3001\u6d4b\u8bd5\u96c6\u9884\u6d4b\u6548\u679c\u3001\u8bad\u7ec3\/\u9a8c\u8bc1\/\u6d4b\u8bd5\u6563\u70b9\u56fe\u3001MAE\/RMSE\/MAPE\/R\u00b2 \u6307\u6807\u5bf9\u6bd4\u56fe\u3001\u8bad\u7ec3\u4e0e\u9a8c\u8bc1\u635f\u5931\u66f2\u7ebf\u3002<\/li>\n<li>\u53ef\u81ea\u52a8\u8ba1\u7b97 MAE\u3001MSE\u3001RMSE\u3001MAPE\u3001R\u00b2 \u7b49\u56de\u5f52\u8bc4\u4ef7\u6307\u6807\u3002<\/li>\n<li>\u591a\u79cd\u8bad\u7ec3\u53c2\u6570\u53ef\u8bbe\u7f6e\uff0c\u5305\u62ec\u6700\u5927\u8fed\u4ee3\u6b21\u6570\u3001\u521d\u59cb\u5b66\u4e60\u7387\u3001\u6279\u5c3a\u5bf8\u3001\u63d0\u524d\u505c\u6b62\u8f6e\u6570\u7b49\u3002<\/li>\n<li>\u53ef\u8bbe\u7f6e\u968f\u673a\u79cd\u5b50\uff0c\u4fdd\u8bc1\u6bcf\u6b21\u8fd0\u884c\u7684\u6570\u636e\u5212\u5206\u548c\u8bad\u7ec3\u7ed3\u679c\u5c3d\u91cf\u4fdd\u6301\u4e00\u81f4\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u9700\u8981\u4f60\u505a\u7684\u57fa\u672c\u53ea\u6709\u5bfc\u5165\u6570\u636e\u548c\u8c03\u53c2\u3002<\/p>\n\n\n\n<p>\u7edd\u5927\u591a\u6570\u6d41\u7a0b\u90fd\u5df2\u7ecf\u5c01\u88c5\u56fa\u5316\u5230 <code>FunRegCNNRNN<\/code> \u51fd\u6570\u4e2d\uff0c\u4eff\u7167\u6848\u4f8b\u5bfc\u5165\u81ea\u5df1\u7684\u6570\u636e\uff0c\u5373\u53ef\u5feb\u901f\u5f97\u5230\u9884\u6d4b\u7ed3\u679c\u3001\u8bc4\u4ef7\u6307\u6807\u548c\u7ed3\u679c\u56fe\u3002<\/p>\n\n\n\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u672c\u7a0b\u5e8f\u9002\u5408\u201c\u6bcf\u6761\u6837\u672c\u5185\u90e8\u5177\u6709\u660e\u786e\u987a\u5e8f\u201d\u7684\u4e00\u7ef4\u6570\u636e\uff0c\u4f8b\u5982\u6ed1\u52a8\u65f6\u95f4\u7a97\u3001\u5149\u8c31\u6ce2\u6bb5\u3001\u4f20\u611f\u5668\u7a7a\u95f4\u4f4d\u7f6e\u7b49\u3002\u6ce2\u58eb\u987f\u623f\u4ef7\u6570\u636e\u4e3b\u8981\u7528\u4e8e\u6f14\u793a\u4ee3\u7801\u8c03\u7528\u6d41\u7a0b\uff1b\u666e\u901a\u8868\u683c\u7279\u5f81\u5e76\u4e0d\u5929\u7136\u5177\u6709\u65f6\u95f4\u987a\u5e8f\uff0c\u5b9e\u9645\u4f7f\u7528\u65f6\u5e94\u6839\u636e\u4e1a\u52a1\u542b\u4e49\u786e\u8ba4\u5217\u987a\u5e8f\u662f\u5426\u5408\u7406\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u3001\u4ee3\u7801\u8fd0\u884c\u73af\u5883<\/h4>\n\n\n\n<p>MATLAB R2022a \u53ca\u66f4\u65b0\u7248\u672c\uff0c\u9700\u5b89\u88c5 Deep Learning Toolbox\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u4f7f\u7528\u66f4\u65e9\u7248\u672c MATLAB\uff0c\u53ef\u80fd\u4f1a\u9047\u5230\u90e8\u5206\u6df1\u5ea6\u5b66\u4e60\u5c42\u6216\u8bad\u7ec3\u53c2\u6570\u4e0d\u517c\u5bb9\u7684\u95ee\u9898\uff0c\u5efa\u8bae\u4f18\u5148\u4f7f\u7528 R2022a \u53ca\u4ee5\u4e0a\u7248\u672c\u8fd0\u884c\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e8c\u3001\u7a0b\u5e8f\u4ecb\u7ecd<\/h4>\n\n\n\n<h6 class=\"wp-block-heading\">\u7a0b\u5e8f\u6587\u4ef6<\/h6>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-text\">CNN_RNN_Regression\/\n\u251c\u2500\u2500 demoCNNRNN_Regression.m\n\u251c\u2500\u2500 FunRegCNNRNN.m\n\u251c\u2500\u2500 EvaRegEffect.m\n\u251c\u2500\u2500 housing.txt\n\u251c\u2500\u2500 \u4ee3\u7801\u8bf4\u660e.txt\n\u2514\u2500\u2500 figure\/\u56fe1.png ... \u56fe5.png<\/code><\/pre>\n\n\n\n<p>\u6ce8\uff1a\u811a\u672c\u6587\u4ef6\u53ef\u4ee5\u76f4\u63a5\u8fd0\u884c\uff1b\u51fd\u6570\u6587\u4ef6\u5728\u6ca1\u6709\u8f93\u5165\u53d8\u91cf\u7684\u60c5\u51b5\u4e0b\u65e0\u6cd5\u76f4\u63a5\u8fd0\u884c\u3002\u66f4\u8be6\u7ec6\u7684\u89e3\u91ca\u53ef\u4ee5\u770b MATLAB \u5b98\u65b9\u6587\u6863\uff1a<a href=\"https:\/\/ww2.mathworks.cn\/help\/matlab\/learn_matlab\/scripts-and-functions.html\">\u811a\u672c\u548c\u51fd\u6570<\/a>\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\">1. <code>demoCNNRNN_Regression.m<\/code> \u6587\u4ef6<\/h6>\n\n\n\n<p>\u4f7f\u7528\u6ce2\u58eb\u987f\u57ce\u90ca\u533a\u57df\u7684\u623f\u4ef7\u6570\u636e\u96c6\u8fdb\u884c\u56de\u5f52\u9884\u6d4b\u7684\u6f14\u793a\u6848\u4f8b\uff0c\u5176\u4e2d\u6f14\u793a\u4e86 <code>FunRegCNNRNN<\/code> \u51fd\u6570\u7684\u5e94\u7528\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p>\u6587\u4ef6\u53ef\u4ee5\u76f4\u63a5\u8fd0\u884c\u3002\u7a0b\u5e8f\u8fd0\u884c\u5b8c\u6210\u540e\uff0c\u4f1a\u5728 <code>figure<\/code> \u6587\u4ef6\u5939\u4e2d\u81ea\u52a8\u4fdd\u5b58\u5982\u4e0b\u56fe\u50cf\uff1a<\/p>\n\n\n\n<p>\u8bad\u7ec3\u96c6\u9884\u6d4b\u6548\u679c\u4e0e\u8bef\u5dee\u5206\u5e03\u56fe\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2026\/07\/CNN_RNN_Regression_MATLAB_fig1.png\" alt=\"\u8bad\u7ec3\u96c6\u9884\u6d4b\u6548\u679c\" \/><\/figure>\n\n\n\n<p>\u6d4b\u8bd5\u96c6\u9884\u6d4b\u6548\u679c\u4e0e\u8bef\u5dee\u5206\u5e03\u56fe\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2026\/07\/CNN_RNN_Regression_MATLAB_fig2.png\" alt=\"\u6d4b\u8bd5\u96c6\u9884\u6d4b\u6548\u679c\" \/><\/figure>\n\n\n\n<p>\u8bad\u7ec3\u96c6\u3001\u9a8c\u8bc1\u96c6\u3001\u6d4b\u8bd5\u96c6\u771f\u5b9e\u503c\u4e0e\u9884\u6d4b\u503c\u6563\u70b9\u56fe\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2026\/07\/CNN_RNN_Regression_MATLAB_fig3.png\" alt=\"\u8bad\u7ec3\u9a8c\u8bc1\u6d4b\u8bd5\u6563\u70b9\" \/><\/figure>\n\n\n\n<p>MAE\u3001RMSE\u3001MAPE\u3001R\u00b2 \u7b49\u6307\u6807\u5bf9\u6bd4\u56fe\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2026\/07\/CNN_RNN_Regression_MATLAB_fig4.png\" alt=\"\u8bc4\u4ef7\u6307\u6807\u5bf9\u6bd4\" \/><\/figure>\n\n\n\n<p>\u8bad\u7ec3\u4e0e\u9a8c\u8bc1\u635f\u5931\u6536\u655b\u66f2\u7ebf\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2026\/07\/CNN_RNN_Regression_MATLAB_fig5.png\" alt=\"\u8bad\u7ec3\u4e0e\u9a8c\u8bc1\u635f\u5931\" \/><\/figure>\n\n\n\n<p>\u5728\u547d\u4ee4\u884c\u7a97\u53e3\u8fd8\u4f1a\u6253\u5370\u51fa\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/p>\n\n\n\n<ul>\n<li>\u6570\u636e\u96c6\u6837\u672c\u6570\u3001\u5e8f\u5217\u957f\u5ea6\u3001\u76ee\u6807\u503c\u8303\u56f4\uff1b<\/li>\n<li>\u5f53\u524d\u4f7f\u7528\u7684\u5faa\u73af\u7ed3\u6784\u3001\u5377\u79ef\u6838\u6570\u91cf\u3001\u9690\u85cf\u5355\u5143\u6570\u91cf\uff1b<\/li>\n<li>\u8bad\u7ec3\u96c6\u3001\u9a8c\u8bc1\u96c6\u3001\u6d4b\u8bd5\u96c6\u5212\u5206\u6570\u91cf\uff1b<\/li>\n<li>\u8bad\u7ec3\u96c6\u3001\u9a8c\u8bc1\u96c6\u3001\u6d4b\u8bd5\u96c6\u4e0a\u7684 MAE\u3001MSE\u3001RMSE\u3001MAPE\u3001R\u00b2 \u7b49\u6307\u6807\uff1b<\/li>\n<li>\u5b9e\u9645\u8bad\u7ec3\u8fed\u4ee3\u6b21\u6570\u3002<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\">2. <code>FunRegCNNRNN.m<\/code> \u6587\u4ef6<\/h6>\n\n\n\n<p>\u4f7f\u7528 CNN-RNN \u6df7\u5408\u7f51\u7edc\u8fdb\u884c\u56de\u5f52\u9884\u6d4b\u7684\u5feb\u901f\u5b9e\u73b0\u51fd\u6570\u3002<\/p>\n\n\n\n<p>\u4ee3\u7801\u8bf4\u660e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-matlab\">function [foreData, foreDataTrain, info] = FunRegCNNRNN(X, Y, options)\n% CNN-RNN\u6df7\u5408\u56de\u5f52\u9884\u6d4b\u51fd\u6570\n%\n% \u91cd\u8981\u8f93\u5165\u7ea6\u675f\uff1a\n% X \u7684\u6bcf\u4e00\u884c\u662f\u4e00\u6761\u6709\u5e8f\u4e00\u7ef4\u5e8f\u5217\uff0c\u5217\u65b9\u5411\u4f1a\u88ab CNN \u5f53\u4f5c\u5c40\u90e8\u90bb\u57df\u3001\n% \u88ab RNN \u5f53\u4f5c\u524d\u540e\u987a\u5e8f\u3002\u9002\u5408\u6ed1\u52a8\u65f6\u95f4\u7a97\u3001\u5149\u8c31\u3001\u4f20\u611f\u5668\u4f4d\u7f6e\u7b49\u5217\u987a\u5e8f\n% \u6709\u610f\u4e49\u7684\u6570\u636e\u3002\u666e\u901a\u65e0\u5e8f\u8868\u683c\u7279\u5f81\u5fc5\u987b\u56fa\u5b9a\u5e76\u8bba\u8bc1\u5217\u987a\u5e8f\u3002\n%\n% \u8f93\u5165\uff1a\n%   X       - [\u6837\u672c\u6570 \u00d7 \u6709\u5e8f\u5e8f\u5217\u957f\u5ea6]\n%   Y       - [\u6837\u672c\u6570 \u00d7 1] \u8fde\u7eed\u76ee\u6807\n%   options - \u53c2\u6570\u7ed3\u6784\u4f53\uff0c\u63a7\u5236\u6570\u636e\u5212\u5206\u3001\u7f51\u7edc\u7ed3\u6784\u3001\u8bad\u7ec3\u8fc7\u7a0b\u3001\u5f52\u4e00\u5316\u548c\u7ed8\u56fe\n%\n% \u8f93\u51fa\uff1a\n%   foreData      - \u6700\u7ec8\u6d4b\u8bd5\u96c6\u9884\u6d4b\u503c\n%   foreDataTrain - \u8bad\u7ec3\u96c6\u62df\u5408\u503c\n%   info          - \u7f51\u7edc\u3001\u5f52\u4e00\u5316\u53c2\u6570\u3001\u4e09\u7ec4\u7d22\u5f15\/\u6307\u6807\u548c\u8bad\u7ec3\u8fc7\u7a0b<\/code><\/pre>\n\n\n\n<p><code>options<\/code> \u4e3a\u7ed3\u6784\u4f53\u7c7b\u578b\uff0c\u662f\u4f7f\u7528\u8fd9\u4e2a\u51fd\u6570\u65f6\u6700\u5e38\u8c03\u6574\u7684\u90e8\u5206\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u201c\u968f\u4fbf\u586b\u7684\u53c2\u6570\u5305\u201d\uff0c\u800c\u662f\u628a\u6570\u636e\u600e\u4e48\u5212\u5206\u3001\u7f51\u7edc\u600e\u4e48\u642d\u3001\u8bad\u7ec3\u600e\u4e48\u505c\u3001\u7ed3\u679c\u8981\u4e0d\u8981\u753b\u56fe\u90fd\u96c6\u4e2d\u5230\u4e00\u8d77\u3002\u5e38\u7528\u8bbe\u7f6e\u5982\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-matlab\">options.rTrain                 = 0.8;\noptions.validationRatio        = 0.15;\noptions.networkType            = &#039;LSTM&#039;;\noptions.convChannels           = 16;\noptions.kernelSize             = 3;\noptions.poolSize               = 2;\noptions.rnnHidden              = 32;\noptions.epochs                 = 150;\noptions.lr                     = 0.01;\noptions.batchSize              = 32;\noptions.earlyStoppingPatience  = 50;\noptions.mapflag                = &#039;on&#039;;\noptions.figflag                = &#039;on&#039;;\noptions.shuffle                = true;\noptions.seed                   = 42;<\/code><\/pre>\n\n\n\n<p>\u5404\u5b57\u6bb5\u542b\u4e49\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th style=\"text-align:left\">\u53c2\u6570<\/th>\n<th style=\"text-align:left\">\u9ed8\u8ba4\u503c<\/th>\n<th style=\"text-align:left\">\u5141\u8bb8\u53d6\u503c\/\u8303\u56f4<\/th>\n<th style=\"text-align:left\">\u4f5c\u7528\u4e0e\u8c03\u53c2\u5f71\u54cd<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align:left\"><code>rTrain<\/code><\/td>\n<td style=\"text-align:left\"><code>0.8<\/code><\/td>\n<td style=\"text-align:left\"><code>[0.5, 1)<\/code><\/td>\n<td style=\"text-align:left\">\u8bad\u7ec3+\u9a8c\u8bc1\u6570\u636e\u6bd4\u4f8b\uff0c\u5176\u4f59\u6837\u672c\u4f5c\u4e3a\u6700\u7ec8\u6d4b\u8bd5\u96c6\u3002\u6ce8\u610f\u5b83\u4e0d\u662f\u7eaf\u8bad\u7ec3\u96c6\u6bd4\u4f8b\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><code>validationRatio<\/code><\/td>\n<td style=\"text-align:left\"><code>0.15<\/code><\/td>\n<td style=\"text-align:left\"><code>(0, 0.5)<\/code><\/td>\n<td style=\"text-align:left\">\u9a8c\u8bc1\u96c6\u5360\u8bad\u7ec3+\u9a8c\u8bc1\u6570\u636e\u7684\u6bd4\u4f8b\uff0c\u7528\u4e8e\u65e9\u505c\u548c\u89c2\u5bdf\u6cdb\u5316\uff0c\u4e0d\u53c2\u4e0e\u53c2\u6570\u66f4\u65b0\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><code>shuffle<\/code><\/td>\n<td style=\"text-align:left\"><code>true<\/code><\/td>\n<td style=\"text-align:left\"><code>true\/false<\/code><\/td>\n<td style=\"text-align:left\">\u5212\u5206\u524d\u662f\u5426\u6253\u4e71\u6837\u672c\u3002\u72ec\u7acb\u6837\u672c\u53ef\u6253\u4e71\uff1b\u4e25\u683c\u65f6\u95f4\u5e8f\u5217\u901a\u5e38\u5e94\u5148\u6784\u9020\u6ed1\u52a8\u7a97\u53e3\uff0c\u518d\u6309\u65f6\u95f4\u987a\u5e8f\u5207\u5206\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><code>seed<\/code><\/td>\n<td style=\"text-align:left\"><code>42<\/code><\/td>\n<td style=\"text-align:left\">\u975e\u8d1f\u6574\u6570<\/td>\n<td style=\"text-align:left\">\u968f\u673a\u79cd\u5b50\u3002\u56fa\u5b9a\u6574\u6570\u4fbf\u4e8e\u590d\u73b0\u5b9e\u9a8c\uff0c\u8bbe\u4e3a <code>0<\/code> \u8868\u793a\u4e0d\u56fa\u5b9a\u968f\u673a\u6027\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><code>networkType<\/code><\/td>\n<td style=\"text-align:left\"><code>&#039;LSTM&#039;<\/code><\/td>\n<td style=\"text-align:left\"><code>&#039;LSTM&#039;\/&#039;GRU&#039;\/&#039;BiLSTM&#039;<\/code><\/td>\n<td style=\"text-align:left\">\u5faa\u73af\u5c42\u7c7b\u578b\u3002LSTM \u8f83\u7a33\uff0cGRU \u53c2\u6570\u8f83\u5c11\uff0cBiLSTM \u540c\u65f6\u8bfb\u6b63\u53cd\u4e24\u4e2a\u65b9\u5411\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><code>convChannels<\/code><\/td>\n<td style=\"text-align:left\"><code>16<\/code><\/td>\n<td style=\"text-align:left\">\u6b63\u6574\u6570<\/td>\n<td style=\"text-align:left\">\u4e00\u7ef4\u5377\u79ef\u901a\u9053\u6570\u3002\u8d8a\u5927\u53ef\u63d0\u53d6\u66f4\u591a\u5c40\u90e8\u6a21\u5f0f\uff0c\u4f46\u8bad\u7ec3\u66f4\u6162\u3001\u66f4\u5bb9\u6613\u8fc7\u62df\u5408\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><code>kernelSize<\/code><\/td>\n<td style=\"text-align:left\"><code>3<\/code><\/td>\n<td style=\"text-align:left\">\u6b63\u5947\u6570<\/td>\n<td style=\"text-align:left\">\u4e00\u7ef4\u5377\u79ef\u6838\u5bbd\u5ea6\u3002\u8d8a\u5927\u8868\u793a\u4e00\u6b21\u89c2\u5bdf\u66f4\u5bbd\u7684\u76f8\u90bb\u533a\u57df\uff1b\u592a\u5927\u53ef\u80fd\u62b9\u6389\u5c40\u90e8\u7ec6\u8282\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><code>poolSize<\/code><\/td>\n<td style=\"text-align:left\"><code>2<\/code><\/td>\n<td style=\"text-align:left\"><code>[1, \u5e8f\u5217\u957f\u5ea6]<\/code><\/td>\n<td style=\"text-align:left\">\u6700\u5927\u6c60\u5316\u7a97\u53e3\u3002\u8bbe\u4e3a <code>1<\/code> \u57fa\u672c\u7b49\u4ef7\u4e8e\u4e0d\u6c60\u5316\uff1b\u8d8a\u5927\u538b\u7f29\u8d8a\u5f3a\uff0c\u53ef\u80fd\u4e22\u5931\u7ec6\u8282\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><code>rnnHidden<\/code><\/td>\n<td style=\"text-align:left\"><code>32<\/code><\/td>\n<td style=\"text-align:left\">\u6b63\u6574\u6570<\/td>\n<td style=\"text-align:left\">\u5faa\u73af\u5c42\u9690\u85cf\u5355\u5143\u6570\u3002\u8d8a\u5927\u8bb0\u5fc6\u5bb9\u91cf\u8d8a\u5f3a\uff0c\u4f46\u8bad\u7ec3\u66f4\u6162\uff0c\u4e5f\u66f4\u5bb9\u6613\u8fc7\u62df\u5408\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><code>epochs<\/code><\/td>\n<td style=\"text-align:left\"><code>150<\/code><\/td>\n<td style=\"text-align:left\">\u6b63\u6574\u6570<\/td>\n<td style=\"text-align:left\">\u6700\u5927\u8bad\u7ec3\u8f6e\u6570\u3002\u5b9e\u9645\u8bad\u7ec3\u53ef\u80fd\u56e0\u4e3a\u65e9\u505c\u63d0\u524d\u7ed3\u675f\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><code>lr<\/code><\/td>\n<td style=\"text-align:left\"><code>0.01<\/code><\/td>\n<td style=\"text-align:left\">\u6b63\u6570<\/td>\n<td style=\"text-align:left\">Adam \u521d\u59cb\u5b66\u4e60\u7387\u3002\u592a\u5927\u5bb9\u6613\u9707\u8361\uff0c\u592a\u5c0f\u6536\u655b\u6162\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><code>batchSize<\/code><\/td>\n<td style=\"text-align:left\"><code>32<\/code><\/td>\n<td style=\"text-align:left\">\u6b63\u6574\u6570<\/td>\n<td style=\"text-align:left\">\u6279\u5c3a\u5bf8\u3002\u5c0f\u6279\u6b21\u6ce2\u52a8\u66f4\u5927\uff0c\u5927\u6279\u6b21\u66f4\u7a33\u5b9a\u4f46\u5360\u5185\u5b58\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><code>earlyStoppingPatience<\/code><\/td>\n<td style=\"text-align:left\"><code>50<\/code><\/td>\n<td style=\"text-align:left\">\u6b63\u6574\u6570<\/td>\n<td style=\"text-align:left\">\u9a8c\u8bc1\u635f\u5931\u8fde\u7eed\u4e0d\u6539\u5584\u7684\u5bb9\u5fcd\u6b21\u6570\u3002\u8d8a\u5c0f\u8d8a\u65e9\u505c\uff0c\u8d8a\u5927\u8bad\u7ec3\u66f4\u5145\u5206\u4f46\u53ef\u80fd\u8fc7\u62df\u5408\uff1b\u5f53\u524d\u6f14\u793a\u8bbe\u4e3a 50\uff0c\u4ee5\u907f\u514d\u8fc7\u65e9\u505c\u6b62\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><code>mapflag<\/code><\/td>\n<td style=\"text-align:left\"><code>&#039;on&#039;<\/code><\/td>\n<td style=\"text-align:left\"><code>&#039;on&#039;\/&#039;off&#039;<\/code><\/td>\n<td style=\"text-align:left\">\u662f\u5426\u5f52\u4e00\u5316\u3002\u5efa\u8bae\u5f00\u542f\uff1b\u5f00\u542f\u65f6\u53ea\u7528\u8bad\u7ec3\u96c6\u62df\u5408\u5f52\u4e00\u5316\u53c2\u6570\uff0c\u907f\u514d\u6570\u636e\u6cc4\u6f0f\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><code>figflag<\/code><\/td>\n<td style=\"text-align:left\"><code>&#039;on&#039;<\/code><\/td>\n<td style=\"text-align:left\"><code>&#039;on&#039;\/&#039;off&#039;<\/code><\/td>\n<td style=\"text-align:left\">\u662f\u5426\u81ea\u52a8\u7ed8\u56fe\u5e76\u4fdd\u5b58\u5230 <code>figure<\/code> \u6587\u4ef6\u5939\u3002\u6279\u91cf\u8c03\u53c2\u65f6\u53ef\u8bbe\u4e3a <code>&#039;off&#039;<\/code>\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p>\u5176\u4e2d\uff0c<code>networkType<\/code> \u652f\u6301\u4e09\u79cd\u53d6\u503c\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-matlab\">options.networkType = &#039;LSTM&#039;;    % \u5355\u5411 LSTM\uff0c\u9ed8\u8ba4\u8bbe\u7f6e\noptions.networkType = &#039;GRU&#039;;     % GRU\uff0c\u7ed3\u6784\u76f8\u5bf9\u7cbe\u7b80\noptions.networkType = &#039;BiLSTM&#039;;  % \u53cc\u5411 LSTM\uff0c\u540c\u65f6\u6c47\u603b\u4e24\u4e2a\u65b9\u5411\u7684\u4fe1\u606f<\/code><\/pre>\n\n\n\n<p>\u51fd\u6570\u5185\u90e8\u4f1a\u81ea\u52a8\u5b8c\u6210\uff1a<\/p>\n\n\n\n<ul>\n<li>\u8f93\u5165\u53c2\u6570\u68c0\u67e5\uff1b<\/li>\n<li>\u8bad\u7ec3\u96c6\u3001\u9a8c\u8bc1\u96c6\u3001\u6d4b\u8bd5\u96c6\u5212\u5206\uff1b<\/li>\n<li>\u4ec5\u4f7f\u7528\u8bad\u7ec3\u96c6\u62df\u5408\u5f52\u4e00\u5316\u53c2\u6570\uff0c\u518d\u5e94\u7528\u5230\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6\uff1b<\/li>\n<li>CNN-RNN \u7f51\u7edc\u6784\u5efa\uff1b<\/li>\n<li>\u7f51\u7edc\u8bad\u7ec3\u4e0e\u9a8c\u8bc1\u96c6\u63d0\u524d\u505c\u6b62\uff1b<\/li>\n<li>\u6d4b\u8bd5\u96c6\u9884\u6d4b\uff1b<\/li>\n<li>MAE\u3001MSE\u3001RMSE\u3001MAPE\u3001R\u00b2 \u6307\u6807\u8ba1\u7b97\uff1b<\/li>\n<li>\u7ed3\u679c\u56fe\u81ea\u52a8\u4fdd\u5b58\u3002<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\">3. <code>EvaRegEffect.m<\/code> \u6587\u4ef6<\/h6>\n\n\n\n<p>\u7528\u4e8e\u8bc4\u4ef7\u56de\u5f52\u9884\u6d4b\u6548\u679c\u7684\u901a\u7528\u51fd\u6570\uff0c\u53ef\u4ee5\u8ba1\u7b97 MAE\u3001MSE\u3001RMSE\u3001MAPE\u3001R\u00b2 \u7b49\u6307\u6807\u3002<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-matlab\">function ind = EvaRegEffect(realData, foreData, indNames)\n% \u8f93\u5165\uff1a\n%   realData\uff1a\u771f\u5b9e\u503c\n%   foreData\uff1a\u9884\u6d4b\u503c\n%   indNames\uff1a\u62df\u8ba1\u7b97\u7684\u6307\u6807\u540d\u79f0\uff0ccell\u7c7b\u578b\n%\n% \u5f53\u524d\u652f\u6301\uff1a\n%   MAE\u3001MSE\u3001RMSE\u3001MAPE\u3001R2\n%\n% \u8f93\u51fa\uff1a\n%   ind\uff1a\u9884\u6d4b\u6548\u679c\u8bc4\u4ef7\u6307\u6807\u7ed3\u679c\u6570\u7ec4\uff0c\u5176\u987a\u5e8f\u4e0e indNames \u4e00\u4e00\u5bf9\u5e94<\/code><\/pre>\n\n\n\n<p>\u4f8b\u5982\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-matlab\">indNames = {&#039;MAE&#039;,&#039;MSE&#039;,&#039;RMSE&#039;,&#039;MAPE&#039;,&#039;R2&#039;};\nind = EvaRegEffect(realData, foreData, indNames);<\/code><\/pre>\n\n\n\n<h6 class=\"wp-block-heading\">4. <code>housing.txt<\/code> \u6587\u4ef6<\/h6>\n\n\n\n<p>\u6ce2\u58eb\u987f\u623f\u4ef7\u6f14\u793a\u6570\u636e\u96c6\uff0c\u5171 506 \u6761\u6837\u672c\u3002\u524d 13 \u5217\u4e3a\u8f93\u5165\u7279\u5f81\uff0c\u7b2c 14 \u5217\u4e3a\u623f\u4ef7\u76ee\u6807\u503c\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\">5. <code>figure<\/code> \u6587\u4ef6\u5939<\/h6>\n\n\n\n<p>\u7a0b\u5e8f\u8fd0\u884c\u540e\u81ea\u52a8\u751f\u6210\u7684\u7ed3\u679c\u56fe\u4f1a\u4fdd\u5b58\u5728\u8be5\u6587\u4ef6\u5939\u4e2d\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e09\u3001\u5feb\u901f\u5f00\u59cb<\/h4>\n\n\n\n<h6 class=\"wp-block-heading\">1. \u8fd0\u884c\u6d4b\u8bd5\u811a\u672c<\/h6>\n\n\n\n<p>\u5148\u5728 MATLAB \u4e2d\u6253\u5f00\u4e0b\u8f7d\u597d\u7684\u6587\u4ef6\u5939\uff0c\u5c06\u5f53\u524d\u5de5\u4f5c\u8def\u5f84\u5207\u6362\u5230 <code>CNN_RNN_Regression<\/code> \u4ee3\u7801\u76ee\u5f55\uff0c\u7136\u540e\u8fd0\u884c\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-matlab\">demoCNNRNN_Regression<\/code><\/pre>\n\n\n\n<p>\u7a0b\u5e8f\u8fd0\u884c\u5b8c\u6bd5\u540e\uff0c\u5982\u679c\u547d\u4ee4\u884c\u6ca1\u6709\u62a5\u9519\uff0c\u5e76\u4e14 <code>figure<\/code> \u6587\u4ef6\u5939\u4e2d\u6b63\u5e38\u751f\u6210\u4e0a\u8ff0 5 \u5f20\u56fe\u50cf\uff0c\u5219\u8bf4\u660e\u8fd0\u884c\u73af\u5883\u6b63\u5e38\uff0c\u7a0b\u5e8f\u53ef\u4ee5\u4f7f\u7528\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\">2. \u4fee\u6539\u4eff\u771f\u6570\u636e \/ \u5bfc\u5165\u81ea\u5df1\u7684\u6570\u636e<\/h6>\n\n\n\n<p>\u590d\u5236\u4e00\u4efd <code>demoCNNRNN_Regression.m<\/code>\uff0c\u5728\u526f\u672c\u4e2d\u4fee\u6539\u7b2c\u4e00\u90e8\u5206\u7684\u6570\u636e\u5bfc\u5165\u4ee3\u7801\u3002<\/p>\n\n\n\n<p>\u6839\u636e\u4f60\u7684\u6587\u4ef6\u7c7b\u578b\u4e0d\u540c\uff0cExcel\u3001txt\u3001csv \u7b49\u6570\u636e\u5bfc\u5165 MATLAB \u7684\u65b9\u5f0f\u4e5f\u4e0d\u540c\u3002\u5e38\u7528\u6570\u636e\u5bfc\u5165\u65b9\u5f0f\u53ef\u4ee5\u53c2\u8003\u8fd9\u4e2a\u6559\u7a0b\uff1a<\/p>\n\n\n\n<p><a href=\"https:\/\/khsci.com\/docs\/index.php\/2020\/05\/17\/loaddata\/\">MATLAB\u5e38\u89c1\u6570\u636e\u5bfc\u5165\u65b9\u6cd5<\/a><\/p>\n\n\n\n<p>\u6559\u7a0b\u4e2d\u672a\u5305\u542b\u7684\u6570\u636e\u7c7b\u578b\uff0c\u53ef\u4ee5\u53c2\u8003 MATLAB \u5b98\u65b9\u6587\u6863\uff1a<\/p>\n\n\n\n<p><a href=\"https:\/\/ww2.mathworks.cn\/help\/matlab\/standard-file-formats.html\">Supported File Formats for Import and Export<\/a><\/p>\n\n\n\n<p>\u5bfc\u5165\u6570\u636e\u540e\uff0c\u9700\u8981\u6574\u7406\u51fa\u4e24\u4e2a\u53d8\u91cf\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-matlab\">X = data(:, 1:end-1);   % \u8f93\u5165\u6570\u636e\uff1a[\u6837\u672c\u6570 \u00d7 \u6709\u5e8f\u5e8f\u5217\u957f\u5ea6]\nY = data(:, end);       % \u8f93\u51fa\u76ee\u6807\uff1a[\u6837\u672c\u6570 \u00d7 1]<\/code><\/pre>\n\n\n\n<p>\u6ce8\u610f\uff0c<code>X<\/code> \u7684\u5217\u65b9\u5411\u4f1a\u88ab\u7a0b\u5e8f\u5f53\u4f5c\u4e00\u7ef4\u5e8f\u5217\u3002\u82e5\u4f60\u7684\u6570\u636e\u662f\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4efb\u52a1\uff0c\u5efa\u8bae\u5148\u5728\u5916\u90e8\u6784\u9020\u6ed1\u52a8\u7a97\u53e3\uff0c\u518d\u628a\u6bcf\u4e2a\u7a97\u53e3\u4f5c\u4e3a\u4e00\u884c\u8f93\u5165\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\">3. \u8c03\u6574\u7f51\u7edc\u4e0e\u8bad\u7ec3\u53c2\u6570<\/h6>\n\n\n\n<p>\u53c2\u7167\u811a\u672c\u6587\u4ef6\u4e2d\u7b2c\u4e8c\u90e8\u5206\uff0c\u6839\u636e\u9700\u8981\u8c03\u6574\u76f8\u5173\u53c2\u6570\u3002\u4f8b\u5982\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-matlab\">options.networkType = &#039;LSTM&#039;;\noptions.convChannels = 16;\noptions.kernelSize = 3;\noptions.poolSize = 2;\noptions.rnnHidden = 32;\noptions.epochs = 150;\noptions.lr = 0.01;\noptions.batchSize = 32;\noptions.seed = 42;<\/code><\/pre>\n\n\n\n<p>\u5982\u679c\u60f3\u6bd4\u8f83\u4e0d\u540c\u5faa\u73af\u7ed3\u6784\uff0c\u53ea\u9700\u4fee\u6539 <code>networkType<\/code>\uff0c\u5e76\u5728\u76f8\u540c\u6570\u636e\u5212\u5206\u4e0b\u6bd4\u8f83\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6\u6307\u6807\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\">4. \u8fd0\u884c\u7a0b\u5e8f<\/h6>\n\n\n\n<p>\u6570\u636e\u5bfc\u5165\u548c\u53c2\u6570\u8bbe\u7f6e\u5b8c\u6210\u540e\uff0c\u8fd0\u884c\u811a\u672c\u5373\u53ef\u3002\u7a0b\u5e8f\u4f1a\u81ea\u52a8\u8bad\u7ec3\u6a21\u578b\u3001\u751f\u6210\u9884\u6d4b\u7ed3\u679c\u3001\u8ba1\u7b97\u8bc4\u4ef7\u6307\u6807\u5e76\u4fdd\u5b58\u7ed3\u679c\u56fe\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u56db\u3001\u5173\u4e8e\u5b8c\u6574\u7248\u4e0e\u516c\u5f00\u7248\u4ee3\u7801<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th style=\"text-align:left\">\u529f\u80fd<\/th>\n<th style=\"text-align:center\">\u5b8c\u6574\u7248<\/th>\n<th style=\"text-align:center\">\u516c\u5f00\u7248<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align:left\">\u6570\u636e\u5bfc\u5165\u3001\u53c2\u6570\u8bbe\u7f6e<\/td>\n<td style=\"text-align:center\">\u221a<\/td>\n<td style=\"text-align:center\">\u221a<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\">\u8f6f\u4ef6\u5168\u90e8\u6e90\u7801\uff08\u51fd\u6570 m \u6587\u4ef6\uff09<\/td>\n<td style=\"text-align:center\">\u221a<\/td>\n<td style=\"text-align:center\">\u00d7<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\">\u6838\u5fc3\u51fd\u6570\u52a0\u5bc6<\/td>\n<td style=\"text-align:center\">\u00d7<\/td>\n<td style=\"text-align:center\">\u221a\uff0c\u6838\u5fc3\u51fd\u6570\u4e3a <code>.p<\/code> \u6587\u4ef6<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\">\u6570\u636e\u957f\u5ea6\u9650\u5236<\/td>\n<td style=\"text-align:center\">\u65e0\u9650\u5236<\/td>\n<td style=\"text-align:center\">100 \u4e2a\u6837\u672c\u4ee5\u5185<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\">\u7ed3\u679c\u56fe\u6c34\u5370<\/td>\n<td style=\"text-align:center\">\u65e0\u6c34\u5370<\/td>\n<td style=\"text-align:center\">\u6709\u201c\u8bd5\u7528\u7248@khsci.com\/docs\u201d\u6c34\u5370<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\">\u81ea\u52a8\u7ed8\u5236\u8bad\u7ec3\u96c6\/\u6d4b\u8bd5\u96c6\u9884\u6d4b\u56fe<\/td>\n<td style=\"text-align:center\">\u221a<\/td>\n<td style=\"text-align:center\">\u221a<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\">\u81ea\u52a8\u7ed8\u5236\u6563\u70b9\u56fe\u3001\u6307\u6807\u56fe\u3001\u635f\u5931\u66f2\u7ebf<\/td>\n<td style=\"text-align:center\">\u221a<\/td>\n<td style=\"text-align:center\">\u221a<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\">\u5bfc\u51fa\u6d4b\u8bd5\u96c6\u9884\u6d4b\u7ed3\u679c\u3001\u8bad\u7ec3\u96c6\u9884\u6d4b\u7ed3\u679c\u3001\u8bad\u7ec3\u4fe1\u606f<\/td>\n<td style=\"text-align:center\">\u221a<\/td>\n<td style=\"text-align:center\">\u53d7\u9650<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\">\u4fee\u6539\u6838\u5fc3\u7b97\u6cd5\u7ec6\u8282<\/td>\n<td style=\"text-align:center\">\u221a<\/td>\n<td style=\"text-align:center\">\u00d7<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p>\u516c\u5f00\u7248\u968f\u5305 <code>housing.txt<\/code> \u56fa\u5b9a\u4e3a 100 \u6761\u6837\u672c\uff0c\u4e3b\u8981\u7528\u4e8e\u9a8c\u8bc1\u8fd0\u884c\u73af\u5883\u548c\u8c03\u7528\u6d41\u7a0b\u3002\u5b8c\u6574\u7248\u4e0d\u9650\u5236\u6837\u672c\u6570\uff0c\u4e14\u5305\u542b\u53ef\u7f16\u8f91\u6e90\u7801\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e94\u3001\u83b7\u53d6\u516c\u5f00\u7248\u7a0b\u5e8f\uff08\u9700\u4f7f\u7528\u7535\u8111\u6d4f\u89c8\u5668\u6253\u5f00\uff09<\/h4>\n\n\n\n<p>\u516c\u5f00\u7248\u7a0b\u5e8f\u53ef\u4ee5\u76f4\u63a5\u4e0b\u8f7d\uff0c\u7528\u4e8e\u6d4b\u8bd5\u8fd0\u884c\u73af\u5883\u548c\u4f53\u9a8c\u5b8c\u6574\u8c03\u7528\u6d41\u7a0b\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote\">\n<p><strong>\u516c\u5f00\u7248\u4e0b\u8f7d\uff1a<\/strong><br>\n<a href=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2026\/07\/CNN_RNN_Regression_MATLAB_%E8%AF%95%E7%94%A8%E7%89%88_V26z8k8c6.zip\">\u70b9\u51fb\u6b64\u5904\u4e0b\u8f7d CNN-RNN \u6df7\u5408\u56de\u5f52\u9884\u6d4b MATLAB \u516c\u5f00\u7248\u4ee3\u7801<\/a><\/p>\n<\/blockquote>\n\n\n\n<p>\u6ce8\uff1a\u516c\u5f00\u7248\u4ee3\u7801\u5efa\u8bae\u4f7f\u7528 MATLAB R2022a \u53ca\u4ee5\u4e0a\u7248\u672c\u3002\u516c\u5f00\u7248\u9650\u5236\u4e3a 100 \u4e2a\u6837\u672c\u4ee5\u5185\uff0c\u751f\u6210\u56fe\u7247\u5e26\u6c34\u5370\uff0c\u6838\u5fc3\u51fd\u6570\u5df2\u52a0\u5bc6\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u516d\u3001\u83b7\u53d6\u5b8c\u6574\u7248\u7a0b\u5e8f\uff08\u4f7f\u7528\u7535\u8111\u6d4f\u89c8\u5668\u6216\u8005\u624b\u673a\u6d4f\u89c8\u5668\u6253\u5f00\uff09<\/h4>\n\n\n\n<p>\u70b9\u51fb\u4e0b\u9762\u201c\u7acb\u5373\u652f\u4ed8\u201d\u6309\u94ae\uff0c\u4ed8\u6b3e\u540e\u83b7\u53d6\u5b8c\u6574\u7248\u4ee3\u7801\u4e0b\u8f7d\u94fe\u63a5\u548c\u552e\u540e\u8054\u7cfb\u65b9\u5f0f\u3002\u4ed8\u6b3e\u5b8c\u6210\u540e\u5237\u65b0\u4e00\u4e0b\u672c\u9875\u9762\u5373\u53ef\u770b\u5230\u4e0b\u8f7d\u94fe\u63a5\u3002<\/p>\n\n\n\n<p>\uff08\u6ce8\u610f\u652f\u4ed8\u8df3\u8f6c\u5931\u8d25\u7684\u8bdd\uff0c\u8bf7\u4f7f\u7528\u6d4f\u89c8\u5668\u6253\u5f00\u672c\u9875\u9762\uff09<\/p>\n\n\n<p><div class=\"erphp-wppay\">\n\t\t\t\t\u60a8\u9700\u8981\u5148\u652f\u4ed8 <b>76\u5143<\/b> \u624d\u80fd\u67e5\u770b\u6b64\u5904\u5185\u5bb9\uff01<a href=\"javascript:;\" class=\"erphp-wppay-loader\" data-post=\"3870\">\u7acb\u5373\u652f\u4ed8<\/a>\n\t\t\t<\/div><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e03\u3001\u5b8c\u6574\u7248\u4ee3\u7801\u91cd\u8981\u66f4\u65b0<\/h4>\n\n\n\n<p>20260621 \u5b8c\u6210\u521d\u7248\u4ee3\u7801\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u516b\u3001\u5e38\u89c1\u95ee\u9898<\/h4>\n\n\n\n<h6 class=\"wp-block-heading\">Q1\uff1a\u8fd9\u4e2a\u7a0b\u5e8f\u662f\u4e0d\u662f\u53ea\u80fd\u505a\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\uff1f<\/h6>\n\n\n\n<p>\u4e0d\u662f\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u201c\u6709\u5e8f\u4e00\u7ef4\u8f93\u5165\u5230\u8fde\u7eed\u6570\u503c\u8f93\u51fa\u201d\u7684\u56de\u5f52\u9884\u6d4b\u7a0b\u5e8f\u3002\u53ea\u6709\u5f53\u8f93\u5165\u884c\u8868\u793a\u5386\u53f2\u65f6\u95f4\u7a97\u53e3\uff0c\u5e76\u4e14\u76ee\u6807\u503c\u8868\u793a\u672a\u6765\u67d0\u4e00\u65f6\u523b\u65f6\uff0c\u624d\u5c5e\u4e8e\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u3002\u5149\u8c31\u4f30\u8ba1\u3001\u4f20\u611f\u5668\u5e8f\u5217\u56de\u5f52\u7b49\u4efb\u52a1\u4e5f\u53ef\u4ee5\u4f7f\u7528\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\">Q2\uff1a\u4e3a\u4ec0\u4e48\u666e\u901a\u8868\u683c\u6570\u636e\u4e5f\u80fd\u8dd1\uff0c\u4f46\u6587\u7ae0\u91cc\u8bf4\u8981\u6ce8\u610f\u5217\u987a\u5e8f\uff1f<\/h6>\n\n\n\n<p>\u56e0\u4e3a CNN \u548c RNN \u4f1a\u628a\u76f8\u90bb\u5217\u3001\u524d\u540e\u5217\u5f53\u4f5c\u6709\u610f\u4e49\u7684\u7ed3\u6784\u3002\u5982\u679c\u666e\u901a\u8868\u683c\u7684\u5217\u6ca1\u6709\u5929\u7136\u987a\u5e8f\uff0c\u6a21\u578b\u4ecd\u7136\u80fd\u8fd0\u884c\uff0c\u4f46\u76f8\u90bb\u5173\u7cfb\u672a\u5fc5\u6709\u4e1a\u52a1\u542b\u4e49\u3002\u56e0\u6b64\uff0c\u666e\u901a\u8868\u683c\u6570\u636e\u5efa\u8bae\u8c28\u614e\u4f7f\u7528\uff0c\u6216\u8005\u56fa\u5b9a\u5217\u987a\u5e8f\u5e76\u7ed3\u5408\u5b9e\u9645\u6548\u679c\u5224\u65ad\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\">Q3\uff1a\u6211\u60f3\u6362\u6210\u81ea\u5df1\u7684\u6570\u636e\uff0c\u6700\u5c11\u9700\u8981\u6539\u54ea\u91cc\uff1f<\/h6>\n\n\n\n<p>\u6700\u5c11\u53ea\u9700\u8981\u6539 <code>demoCNNRNN_Regression.m<\/code> \u4e2d\u7684\u6570\u636e\u5bfc\u5165\u90e8\u5206\uff0c\u628a\u81ea\u5df1\u7684\u8f93\u5165\u6574\u7406\u4e3a <code>X<\/code>\uff0c\u8f93\u51fa\u6574\u7406\u4e3a <code>Y<\/code>\uff0c\u7136\u540e\u6839\u636e\u9700\u8981\u8c03\u6574 <code>options<\/code> \u53c2\u6570\u3002<\/p>\n\n","protected":false},"excerpt":{"rendered":"<p>\u4f7f\u7528\u6ce2\u58eb\u987f\u623f\u4ef7\u9884\u6d4b\u4f5c\u4e3a\u6f14\u793a\u6848\u4f8b\u3002 \u53ef\u4ee5\u8bbe\u7f6e CNN \u5377\u79ef\u6838\u6570\u91cf\u3001\u5377\u79ef\u6838\u5bbd\u5ea6\u3001\u6c60\u5316\u7a97\u53e3\u7b49\u7ed3\u6784\u53c2\u6570\u3002 \u53ef\u4ee5\u5728 LS [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.13 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ 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