{"id":24743,"date":"2024-03-17T02:26:17","date_gmt":"2024-03-16T17:26:17","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/%e8%a1%8c%e5%88%97%e5%88%86%e8%a7%a3%e3%82%92%e5%88%a9%e7%94%a8%e3%81%97%e3%81%9fcf%e3%82%a2%e3%83%ab%e3%82%b4%e3%83%aa%e3%82%ba%e3%83%a0%e3%81%ae%e5%ae%9f%e8%a3%85\/"},"modified":"2024-03-22T09:52:04","modified_gmt":"2024-03-22T00:52:04","slug":"%e8%a1%8c%e5%88%97%e5%88%86%e8%a7%a3%e3%82%92%e5%88%a9%e7%94%a8%e3%81%97%e3%81%9fcf%e3%82%a2%e3%83%ab%e3%82%b4%e3%83%aa%e3%82%ba%e3%83%a0%e3%81%ae%e5%ae%9f%e8%a3%85","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/%e8%a1%8c%e5%88%97%e5%88%86%e8%a7%a3%e3%82%92%e5%88%a9%e7%94%a8%e3%81%97%e3%81%9fcf%e3%82%a2%e3%83%ab%e3%82%b4%e3%83%aa%e3%82%ba%e3%83%a0%e3%81%ae%e5%ae%9f%e8%a3%85\/","title":{"rendered":"\u884c\u5217\u5206\u89e3\u3092\u5229\u7528\u3057\u305fCF\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u5b9f\u88c5"},"content":{"rendered":"<p>\u884c\u5217\u5206\u89e3\u306f\u3001\u5354\u8abf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\uff08CF\uff09\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u4e00\u7a2e\u3067\u3042\u308a\u3001\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0\u3067\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u884c\u5217\u5206\u89e3\u3092\u57fa\u306b\u3057\u305fCF\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u5b9f\u88c5\u4f8b\u3067\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\r\n\r\n<span class=\"hljs-keyword\">class<\/span> <span class=\"hljs-title class_\">MatrixFactorizationCF<\/span>:\r\n    <span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">__init__<\/span>(<span class=\"hljs-params\">self, num_users, num_items, num_factors=<span class=\"hljs-number\">10<\/span>, learning_rate=<span class=\"hljs-number\">0.01<\/span>, reg_param=<span class=\"hljs-number\">0.01<\/span>, num_iterations=<span class=\"hljs-number\">100<\/span><\/span>):\r\n        self.num_users = num_users\r\n        self.num_items = num_items\r\n        self.num_factors = num_factors\r\n        self.learning_rate = learning_rate\r\n        self.reg_param = reg_param\r\n        self.num_iterations = num_iterations\r\n        self.user_factors = <span class=\"hljs-literal\">None<\/span>\r\n        self.item_factors = <span class=\"hljs-literal\">None<\/span>\r\n    \r\n    <span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">fit<\/span>(<span class=\"hljs-params\">self, train_data<\/span>):\r\n        <span class=\"hljs-comment\"># \u521d\u59cb\u5316\u7528\u6237\u548c\u7269\u54c1\u7684\u9690\u56e0\u5b50\u77e9\u9635<\/span>\r\n        self.user_factors = np.random.normal(scale=<span class=\"hljs-number\">1.<\/span>\/self.num_factors, size=(self.num_users, self.num_factors))\r\n        self.item_factors = np.random.normal(scale=<span class=\"hljs-number\">1.<\/span>\/self.num_factors, size=(self.num_items, self.num_factors))\r\n        \r\n        <span class=\"hljs-keyword\">for<\/span> iteration <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">range<\/span>(self.num_iterations):\r\n            <span class=\"hljs-keyword\">for<\/span> user_id, item_id, rating <span class=\"hljs-keyword\">in<\/span> train_data:\r\n                error = rating - self.predict(user_id, item_id)\r\n                \r\n                <span class=\"hljs-comment\"># \u66f4\u65b0\u7528\u6237\u548c\u7269\u54c1\u7684\u9690\u56e0\u5b50\u77e9\u9635<\/span>\r\n                self.user_factors[user_id] += self.learning_rate * (error * self.item_factors[item_id] - self.reg_param * self.user_factors[user_id])\r\n                self.item_factors[item_id] += self.learning_rate * (error * self.user_factors[user_id] - self.reg_param * self.item_factors[item_id])\r\n    \r\n    <span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">predict<\/span>(<span class=\"hljs-params\">self, user_id, item_id<\/span>):\r\n        <span class=\"hljs-keyword\">return<\/span> np.dot(self.user_factors[user_id], self.item_factors[item_id])\r\n<\/code><\/pre>\n<p>\u4f7f\u3044\u65b9\u306e\u4f8b\uff1a<\/p>\n<pre class=\"post-pre\"><code><span class=\"hljs-comment\"># \u521b\u5efa\u4e00\u4e2a\u77e9\u9635\u5206\u89e3\u7684CF\u6a21\u578b<\/span>\r\ncf_model = MatrixFactorizationCF(num_users=<span class=\"hljs-number\">100<\/span>, num_items=<span class=\"hljs-number\">50<\/span>, num_factors=<span class=\"hljs-number\">10<\/span>, learning_rate=<span class=\"hljs-number\">0.01<\/span>, reg_param=<span class=\"hljs-number\">0.01<\/span>, num_iterations=<span class=\"hljs-number\">100<\/span>)\r\n\r\n<span class=\"hljs-comment\"># \u4f7f\u7528\u8bad\u7ec3\u6570\u636e\u8bad\u7ec3\u6a21\u578b<\/span>\r\ntrain_data = [(<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">5<\/span>), (<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">3<\/span>), (<span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">4<\/span>), ...]\r\ncf_model.fit(train_data)\r\n\r\n<span class=\"hljs-comment\"># \u9884\u6d4b\u7528\u62370\u5bf9\u7269\u54c11\u7684\u8bc4\u5206<\/span>\r\nuser_id = <span class=\"hljs-number\">0<\/span>\r\nitem_id = <span class=\"hljs-number\">1<\/span>\r\npredicted_rating = cf_model.predict(user_id, item_id)\r\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"Predicted rating for user\"<\/span>, user_id, <span class=\"hljs-string\">\"and item\"<\/span>, item_id, <span class=\"hljs-string\">\":\"<\/span>, predicted_rating)\r\n<\/code><\/pre>\n<p>\u4e0a\u8a18\u306e\u4f8b\u306f\u3001\u30de\u30c8\u30ea\u30c3\u30af\u30b9\u5206\u89e3\u3092\u57fa\u306b\u3057\u305fCF\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30a2\u30a4\u30c6\u30e0\u306b\u5bfe\u3059\u308b\u8a55\u4fa1\u3092\u4e88\u6e2c\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002fit\u30e1\u30bd\u30c3\u30c9\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u3068\u30a2\u30a4\u30c6\u30e0\u306e\u6f5c\u5728\u56e0\u5b50\u30de\u30c8\u30ea\u30c3\u30af\u30b9\u3092\u53cd\u5fa9\u7684\u306b\u6700\u9069\u5316\u3057\u3066\u3001\u5b9f\u969b\u306e\u8a55\u4fa1\u30c7\u30fc\u30bf\u306b\u8fd1\u3065\u3051\u307e\u3059\u3002\u305d\u3057\u3066\u3001predict\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30a2\u30a4\u30c6\u30e0\u306b\u5bfe\u3059\u308b\u8a55\u4fa1\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u884c\u5217\u5206\u89e3\u306f\u3001\u5354\u8abf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\uff08CF\uff09\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u4e00\u7a2e\u3067\u3042\u308a\u3001\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0\u3067\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u884c\u5217\u5206\u89e3\u3092\u57fa\u306b\u3057\u305fCF\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u5b9f\u88c5\u4f8b\u3067\u3059\u3002 import numpy as np class MatrixFa [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-24743","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - 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