{"id":1747,"date":"2022-12-03T07:54:34","date_gmt":"2022-12-03T07:54:34","guid":{"rendered":"http:\/\/feellikelearning.com\/?p=1747"},"modified":"2022-12-03T08:09:13","modified_gmt":"2022-12-03T08:09:13","slug":"scikit-learn-compute-ndcg","status":"publish","type":"post","link":"https:\/\/feellikelearning.com\/index.php\/2022\/12\/03\/scikit-learn-compute-ndcg\/","title":{"rendered":"\u7528scikit-learn\u8ba1\u7b97NDCG"},"content":{"rendered":"\n<h2>\u7b80\u4ecb<\/h2>\n\n\n\n<p>NDCG\u662f\u8861\u91cfRanking quality\u662f\u91cd\u8981\u6307\u6807\u3002\u672c\u6587\u5c06\u7528\u5b9e\u9645Python\u4f8b\u5b50\u6f14\u793a\u600e\u6837\u8ba1\u7b97NDCG\u3002<\/p>\n\n\n\n<h2>\u7528scikit\u8ba1\u7b97NDCG\u4f8b\u5b50<\/h2>\n\n\n\n<p>\u6ce8\u610fndcg_score\u63a5\u6536\u7684\u53c2\u6570\u90fd\u662flist of list\u3002\u540e\u9762\u89e3\u91ca\u4e3a\u4ec0\u4e48\u662flist of list\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u8bc4\u4f30\u4e00\u4e2a\u6392\u5e8f\u8bf7\u6c42\uff0c\u7528\u4ee5\u4e0b\u4f8b\u5b50<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">from sklearn.metrics import ndcg_score\n\ny_truth = [0, 1, 2, 3]\ny_predict = [0, 1, 2, 3]\n\nndcg = ndcg_score([y_truth], [y_predict])\nprint(f'ndcg = {ndcg}')<\/pre>\n\n\n\n<p>\u5982\u679c\u6709\u591a\u4e2a\u6392\u5e8f\u8bf7\u6c42\uff0c\u6bd4\u5982\u65e5\u5fd7\u91cc\u8bb0\u5f55\u7684\u4e00\u5929\u6536\u5230\u7684\u6240\u6709\u6392\u5e8f\u8bf7\u6c42\uff0c\u7528\u4ee5\u4e0b\u4f8b\u5b50\uff08\u5047\u8bbe\u67093\u4e2a\u6392\u5e8f\u8bf7\u6c42\uff09<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">from sklearn.metrics import ndcg_score\n\ny_truth1 = [0, 1, 2, 3]\ny_predict2 = [0, 1, 2, 3]\n\ny_truth2 = [0, 1, 2, 3]\ny_predict2 = [0, 1, 2, 3]\n\ny_truth3 = [0, 1, 2, 3]\ny_predict3 = [0, 1, 2, 3]\n\nndcg = ndcg_score(\n    [y_truth1, y_truth2, y_truth3], \n    [y_predict1, y_predict2, y_predict3]\n)\nprint(f'ndcg = {ndcg}')<\/pre>\n\n\n\n<p>3\u4e2a\u6392\u5e8f\u4f1a\u4ea7\u751f3\u4e2aNDCG\uff0c\u6700\u540e\u7ed3\u679c\u4e3a\u6240\u6709NDCG\u7684\u5e73\u5747\u503c\uff0c\u4f5c\u4e3a\u8fd9\u4e48\u591a\u8bf7\u6c42\u7684\u603bNDCG\u8fd4\u56de\u3002<\/p>\n\n\n\n<p>\u8fd8\u8981\u6ce8\u610f\u6bcf\u4e2a\u6392\u5e8f\u8bf7\u6c42list\u91cc\u9762\u5143\u7d20\u7684\u6570\u91cf\u8981\u4e00\u6837\uff0c\u4e0d\u7136ndcg_score\u51fd\u6570\u4f1a\u62a5\u9519\u3002<\/p>\n\n\n\n<h2>\u53c2\u8003<\/h2>\n\n\n\n<ul><li><a href=\"https:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.metrics.ndcg_score.html\" target=\"_blank\" rel=\"noreferrer noopener\">Scikit-learn\u5b98\u65b9\u6587\u6863<\/a> \uff08\u8bb2\u5f97\u6ca1\u672c\u6587\u8be6\u7ec6\uff09<\/li><\/ul>\n\n\n\n<p><a href=\"http:\/\/feellikelearning.com\/index.php\/2022\/12\/03\/scikit-learn-compute-ndcg\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u672c\u6587\u94fe\u63a5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7b80\u4ecb NDCG\u662f\u8861\u91cfRanking quality\u662f\u91cd\u8981\u6307\u6807\u3002\u672c\u6587\u5c06\u7528\u5b9e\u9645Python\u4f8b\u5b50\u6f14\u793a\u600e\u6837\u8ba1\u7b97NDCG\u3002 \u7528scikit\u8ba1\u7b97NDCG\u4f8b\u5b50 \u6ce8\u610fndcg_score\u63a5\u6536\u7684\u53c2\u6570\u90fd\u662flist of list\u3002\u540e\u9762\u89e3\u91ca\u4e3a\u4ec0\u4e48\u662flist of list\u3002 \u5982\u679c\u8bc4\u4f30\u4e00\u4e2a\u6392\u5e8f\u8bf7\u6c42\uff0c\u7528\u4ee5\u4e0b\u4f8b\u5b50 \u5982\u679c\u6709\u591a\u4e2a\u6392\u5e8f\u8bf7\u6c42\uff0c\u6bd4\u5982\u65e5\u5fd7\u91cc\u8bb0\u5f55\u7684\u4e00\u5929\u6536\u5230\u7684\u6240\u6709\u6392\u5e8f\u8bf7\u6c42\uff0c\u7528\u4ee5\u4e0b\u4f8b\u5b50\uff08\u5047\u8bbe\u67093\u4e2a\u6392\u5e8f\u8bf7\u6c42\uff09 3\u4e2a\u6392\u5e8f\u4f1a\u4ea7\u751f3\u4e2aNDCG\uff0c\u6700\u540e\u7ed3\u679c\u4e3a\u6240\u6709NDCG\u7684\u5e73\u5747\u503c\uff0c\u4f5c\u4e3a\u8fd9\u4e48\u591a\u8bf7\u6c42\u7684\u603bNDCG\u8fd4\u56de\u3002 \u8fd8\u8981\u6ce8\u610f\u6bcf\u4e2a\u6392\u5e8f\u8bf7\u6c42list\u91cc\u9762\u5143\u7d20\u7684\u6570\u91cf\u8981\u4e00\u6837\uff0c\u4e0d\u7136ndcg_score\u51fd\u6570\u4f1a\u62a5\u9519\u3002 \u53c2\u8003 Scikit-learn\u5b98\u65b9\u6587\u6863 \uff08\u8bb2\u5f97\u6ca1\u672c\u6587\u8be6\u7ec6\uff09 \u672c\u6587\u94fe\u63a5<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_mi_skip_tracking":false},"categories":[1,6],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.10 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u7528scikit-learn\u8ba1\u7b97NDCG | Feel Like Learning<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/feellikelearning.com\/index.php\/2022\/12\/03\/scikit-learn-compute-ndcg\/?variant=zh-hant\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u7528scikit-learn\u8ba1\u7b97NDCG | Feel Like Learning\" \/>\n<meta property=\"og:description\" content=\"\u7b80\u4ecb NDCG\u662f\u8861\u91cfRanking quality\u662f\u91cd\u8981\u6307\u6807\u3002\u672c\u6587\u5c06\u7528\u5b9e\u9645Python\u4f8b\u5b50\u6f14\u793a\u600e\u6837\u8ba1\u7b97NDCG\u3002 \u7528scikit\u8ba1\u7b97NDCG\u4f8b\u5b50 \u6ce8\u610fndcg_score\u63a5\u6536\u7684\u53c2\u6570\u90fd\u662flist of list\u3002\u540e\u9762\u89e3\u91ca\u4e3a\u4ec0\u4e48\u662flist of list\u3002 \u5982\u679c\u8bc4\u4f30\u4e00\u4e2a\u6392\u5e8f\u8bf7\u6c42\uff0c\u7528\u4ee5\u4e0b\u4f8b\u5b50 \u5982\u679c\u6709\u591a\u4e2a\u6392\u5e8f\u8bf7\u6c42\uff0c\u6bd4\u5982\u65e5\u5fd7\u91cc\u8bb0\u5f55\u7684\u4e00\u5929\u6536\u5230\u7684\u6240\u6709\u6392\u5e8f\u8bf7\u6c42\uff0c\u7528\u4ee5\u4e0b\u4f8b\u5b50\uff08\u5047\u8bbe\u67093\u4e2a\u6392\u5e8f\u8bf7\u6c42\uff09 3\u4e2a\u6392\u5e8f\u4f1a\u4ea7\u751f3\u4e2aNDCG\uff0c\u6700\u540e\u7ed3\u679c\u4e3a\u6240\u6709NDCG\u7684\u5e73\u5747\u503c\uff0c\u4f5c\u4e3a\u8fd9\u4e48\u591a\u8bf7\u6c42\u7684\u603bNDCG\u8fd4\u56de\u3002 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reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" 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