{"id":1069848,"date":"2022-08-05T22:50:00","date_gmt":"2022-08-06T05:50:00","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-blog-post&#038;p=1069848"},"modified":"2024-09-25T01:40:43","modified_gmt":"2024-09-25T08:40:43","slug":"book-list-on-recommender-systems","status":"publish","type":"msr-blog-post","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/articles\/book-list-on-recommender-systems\/","title":{"rendered":"\u201c\u63a8\u8350\u7cfb\u7edf\u201d \u503c\u5f97\u4e00\u8bfb\u7684\u4e94\u672c\u4e66"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u968f\u7740\u79d1\u5b66\u6280\u672f\u7684\u98de\u901f\u53d1\u5c55\uff0c\u6570\u636e\u8d44\u6e90\u5448\u73b0\u6d77\u91cf\u5316\u3001\u591a\u5143\u5316\u7684\u7279\u5f81\uff0c\u4f46\u4eba\u4eec\u7684\u751f\u6d3b\u4e5f\u9762\u4e34\u7740\u4fe1\u606f\u5197\u4f59\u548c\u8fc7\u8f7d\u7684\u95ee\u9898\u3002\u5982\u4f55\u5728\u7f51\u8d2d\u65f6\u6311\u9009\u5230\u5fc3\u4eea\u7684\u5546\u54c1\uff1f\u5982\u4f55\u5728\u51fa\u884c\u4e2d\u627e\u5230\u5403\u559d\u73a9\u4e50\u7684\u63a8\u8350\uff1f\u5982\u4f55\u5728\u7eb7\u7e41\u7684\u8d44\u8baf\u4e2d\u627e\u5230\u611f\u5174\u8da3\u7684\u5185\u5bb9\u2026\u2026 \u5728\u5927\u6570\u636e\u65f6\u4ee3\uff0c\u4eba\u4eec\u65e5\u5e38\u7684\u5de5\u4f5c\u4f11\u95f2\u90fd\u79bb\u4e0d\u5f00\u63a8\u8350\u7cfb\u7edf\uff08Recommender Systems\uff09\u7684\u52a9\u529b\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5e2e\u52a9\u5927\u5bb6\u66f4\u597d\u5730\u4e86\u89e3\u3001\u5b66\u4e60\u63a8\u8350\u7cfb\u7edf\u9886\u57df\u7684\u76f8\u5173\u77e5\u8bc6\uff0c\u6211\u4eec\u9080\u8bf7\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63a8\u8350\u4e86\u8be5\u9886\u57df\u7684\u4e94\u672c\u201c\u5fc5\u8bfb\u201d\u4e66\u7c4d\uff0c\u5176\u4e2d\u65e2\u6709\u63a8\u8350\u7cfb\u7edf\u7684\u6982\u5ff5\u3001\u7ecf\u5178\u7b97\u6cd5\u7b49\u57fa\u7840\u77e5\u8bc6\uff0c\u4e5f\u5305\u62ec\u4e86\u63a8\u8350\u7cfb\u7edf\u5728\u4e0d\u540c\u9886\u57df\u7684\u5177\u4f53\u5e94\u7528\uff0c\u5e0c\u671b\u80fd\u591f\u5bf9\u5927\u5bb6\u5728\u6df1\u5ea6\u5b66\u4e60\u65f6\u4ee3\u7684\u63a8\u8350\u7cfb\u7edf\u7814\u7a76\u548c\u5b9e\u8df5\u5e26\u6765\u542f\u53d1\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>Recommender Systems: An introduction<\/strong><\/p>\n\n\n\n<p><strong>\u4e2d\u6587\u7248\uff1a\u300a\u63a8\u8350\u7cfb\u7edf\u300b<\/strong><\/p>\n\n\n\n<p>\u4f5c\u8005\uff1aDiermar Jannach, Markus Zanker, Alexander Felfernig, Gerhard Friedrich<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"350\" height=\"440\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-1.png\" alt=\"Recommender Systems: An introduction\" class=\"wp-image-1070895\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-1.png 350w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-1-239x300.png 239w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-1-143x180.png 143w\" sizes=\"auto, (max-width: 350px) 100vw, 350px\" \/><\/figure>\n\n\n\n<p>\u4e3b\u8981\u5185\u5bb9\uff1a\u672c\u4e66\u6bd4\u8f83\u5168\u9762\u5730\u4ecb\u7ecd\u4e86\u63a8\u8350\u7cfb\u7edf\u6d89\u53ca\u7684\u76f8\u5173\u77e5\u8bc6\u70b9\uff0c\u5448\u73b0\u4e86\u8bb8\u591a\u7ecf\u5178\u7b97\u6cd5\uff0c\u5e76\u8ba8\u8bba\u4e86\u5982\u4f55\u8861\u91cf\u63a8\u8350\u7cfb\u7edf\u7684\u6709\u6548\u6027\u3002\u4e66\u4e2d\u5185\u5bb9\u5206\u4e3a\u57fa\u672c\u6982\u5ff5\u548c\u6700\u65b0\u8fdb\u5c55\u4e24\u90e8\u5206\uff1a\u524d\u8005\u6d89\u53ca\u534f\u540c\u63a8\u8350\u3001\u57fa\u4e8e\u5185\u5bb9\u7684\u63a8\u8350\u3001\u57fa\u4e8e\u77e5\u8bc6\u7684\u63a8\u8350\u3001\u6df7\u5408\u63a8\u8350\u65b9\u6cd5\u3001\u63a8\u8350\u7cfb\u7edf\u7684\u89e3\u91ca\u3001\u8bc4\u4f30\u63a8\u8350\u7cfb\u7edf\u548c\u5b9e\u4f8b\u5206\u6790\uff1b\u540e\u8005\u5305\u62ec\u9488\u5bf9\u63a8\u8350\u7cfb\u7edf\u7684\u653b\u51fb\u3001\u5728\u7ebf\u6d88\u8d39\u51b3\u7b56\u3001\u63a8\u8350\u7cfb\u7edf\u548c\u4e0b\u4e00\u4ee3\u4e92\u8054\u7f51\u4ee5\u53ca\u666e\u9002\u73af\u5883\u4e2d\u7684\u63a8\u8350\u3002<\/p>\n\n\n\n<p>\u63a8\u8350\u7406\u7531\uff1a\u672c\u4e66\u5185\u5bb9\u8be6\u5c3d\uff0c\u5e7f\u6cdb\u6db5\u76d6\u4e86\u4e0d\u540c\u7c7b\u578b\u7684\u63a8\u8350\u7cfb\u7edf\uff0c\u5e76\u5bf9\u8fd9\u4e9b\u63a8\u8350\u7cfb\u7edf\u9010\u4e00\u8fdb\u884c\u4e86\u7ec6\u81f4\u5730\u5256\u6790\uff0c\u5e76\u8f85\u4ee5\u5b9e\u9645\u5e94\u7528\u6848\u4f8b\u7684\u4ecb\u7ecd\uff0c\u9002\u5408\u60f3\u8981\u4e86\u89e3\u63a8\u8350\u7cfb\u7edf\u7684\u57fa\u7840\u548c\u76f8\u5173\u7814\u7a76\u7684\u8bfb\u8005\u4f5c\u4e3a\u63a8\u8350\u7cfb\u7edf\u7684\u5165\u95e8\u4e66\u7c4d\u3002\u4e66\u4e2d\u5305\u542b\u4e86\u5927\u91cf\u7684\u56fe\u8868\u4ee5\u53ca\u793a\u4f8b\uff0c\u6709\u52a9\u4e8e\u8bfb\u8005\u7406\u89e3\u548c\u628a\u63e1\u76f8\u5173\u77e5\u8bc6\u3002<\/p>\n\n\n\n<p><strong>Recommender Systems: The Textbook<\/strong><\/p>\n\n\n\n<p><strong>\u4e2d\u6587\u7248\uff1a\u300a\u63a8\u8350\u7cfb\u7edf\uff1a\u539f\u7406\u4e0e\u5b9e\u8df5\u300b<\/strong><\/p>\n\n\n\n<p>\u4f5c\u8005\uff1aCharu C. Aggarwal<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"350\" height=\"486\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-2.jpg\" alt=\"Recommender Systems: The Textbook\" class=\"wp-image-1070898\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-2.jpg 350w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-2-216x300.jpg 216w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-2-130x180.jpg 130w\" sizes=\"auto, (max-width: 350px) 100vw, 350px\" \/><\/figure>\n\n\n\n<p>\u4e3b\u8981\u5185\u5bb9\uff1a\u672c\u4e66\u8be6\u5c3d\u5730\u4ecb\u7ecd\u4e86\u63a8\u8350\u7cfb\u7edf\u7684\u5404\u4e2a\u65b9\u9762\uff0c\u5185\u5bb9\u5927\u81f4\u5206\u4e3a\u4e09\u4e2a\u90e8\u5206\uff1a1\uff09\u201c\u7b97\u6cd5\u548c\u8bc4\u4f30\u201d\u90e8\u5206\u63a2\u8ba8\u4e86\u63a8\u8350\u7cfb\u7edf\u4e2d\u7684\u57fa\u7840\u7b97\u6cd5\uff0c\u5305\u62ec\u534f\u540c\u8fc7\u6ee4\u7684\u65b9\u6cd5\u3001\u57fa\u4e8e\u5185\u5bb9\u7684\u65b9\u6cd5\u3001\u57fa\u4e8e\u77e5\u8bc6\u7684\u65b9\u6cd5\u3001\u96c6\u6210\u65b9\u6cd5\u4ee5\u53ca\u63a8\u8350\u7cfb\u7edf\u7684\u8bc4\u4f30\u65b9\u6cd5\uff1b2\uff09\u201c\u7279\u5b9a\u9886\u57df\u548c\u4e0a\u4e0b\u6587\u7684\u63a8\u8350\u7cfb\u7edf\u201d\u90e8\u5206\u4ecb\u7ecd\u4e86\u5728\u5982\u65f6\u95f4\u7a7a\u95f4\u6570\u636e\u3001\u793e\u4ea4\u6570\u636e\u3001\u6807\u7b7e\u6570\u636e\u4ee5\u53ca\u4fe1\u7528\u5ea6\u6570\u636e\u7b49\u4e0d\u540c\u7684\u4e0a\u4e0b\u6587\u573a\u666f\u6570\u636e\u4e2d\u5982\u4f55\u8fdb\u884c\u63a8\u8350\uff1b3\uff09\u201c\u9ad8\u7ea7\u7684\u4e3b\u9898\u548c\u5e94\u7528\u201d\u90e8\u5206\u4ecb\u7ecd\u4e86\u548c\u63a8\u8350\u7cfb\u7edf\u7684\u9c81\u68d2\u6027\u76f8\u5173\u7684\u5185\u5bb9\uff0c\u5982\u5148\u4ee4\u7cfb\u7edf\u3001\u653b\u51fb\u6a21\u578b\u4ee5\u53ca\u76f8\u5e94\u7684\u9632\u5fa1\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u63a8\u8350\u7406\u7531\uff1a\u8fd9\u662f\u4e00\u672c\u975e\u5e38\u4f18\u79c0\u7684\u6559\u79d1\u4e66\uff0c\u5b83\u4e0d\u4ec5\u7528\u7b80\u660e\u7684\u8bed\u8a00\u9610\u8ff0\u4e86\u63a8\u8350\u7cfb\u7edf\u7684\u57fa\u7840\uff0c\u6df1\u5165\u4ecb\u7ecd\u4e86\u6838\u5fc3\u7b97\u6cd5\u4ee5\u53ca\u6570\u5b66\u8bba\u8bc1\uff0c\u8fd8\u4e3a\u8bfb\u8005\u63d0\u4f9b\u4e86\u7b2c\u4e09\u65b9\u5de5\u5177\u6216\u6846\u67b6\u4f7f\u7528\u65f6\u9700\u8981\u67e5\u8be2\u7684\u5927\u91cf\u8d44\u6599\u3002\u672c\u4e66\u5bf9\u4e8e\u63a8\u8350\u7cfb\u7edf\u7684\u57fa\u7840\u3001\u5177\u4f53\u5e94\u7528\u548c\u76f8\u5173\u6587\u732e\u8fdb\u884c\u4e86\u5168\u9762\u4ecb\u7ecd\uff0c\u65e2\u9002\u5408\u7814\u7a76\u4eba\u5458\u4f5c\u4e3a\u63a8\u8350\u7cfb\u7edf\u7684\u5165\u95e8\u4e66\u7c4d\uff0c\u53c8\u9002\u5408\u5de5\u4e1a\u4ece\u4e1a\u4eba\u5458\u4f5c\u4e3a\u5de5\u5177\u53c2\u8003\u4e66\u3002<\/p>\n\n\n\n<p><strong>Recommender System Handbook<\/strong><\/p>\n\n\n\n<p><strong>\u4e2d\u6587\u7248\uff1a\u300a\u63a8\u8350\u7cfb\u7edf\uff1a\u6280\u672f\u3001\u8bc4\u4f30\u53ca\u9ad8\u6548\u7b97\u6cd5\u300b<\/strong><\/p>\n\n\n\n<p>\u4f5c\u8005\uff1aFrancesco Ricci, Lior Rokach, Bracha Shapira Editors<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"350\" height=\"496\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-3.jpg\" alt=\"Recommender System Handbook\" class=\"wp-image-1070901\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-3.jpg 350w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-3-212x300.jpg 212w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-3-127x180.jpg 127w\" sizes=\"auto, (max-width: 350px) 100vw, 350px\" \/><\/figure>\n\n\n\n<p>\u4e3b\u8981\u5185\u5bb9\uff1a\u8be5\u4e66\u4ece\u4e24\u4e2a\u89d2\u5ea6\u4ecb\u7ecd\u4e86\u63a8\u8350\u7cfb\u7edf\u6280\u672f\uff1a1\uff09\u57fa\u7840\u63a8\u8350\u7b97\u6cd5\uff1b2\uff09\u63a8\u8350\u7cfb\u7edf\u8bc4\u4f30\u548c\u5e94\u7528\u3002\u5728\u57fa\u7840\u63a8\u8350\u6280\u672f\u65b9\u9762\uff0c\u8be5\u4e66\u5bf9\u4e8e\u63a8\u8350\u7cfb\u7edf\u53d1\u5c55\u65e9\u671f\u7684\u5404\u79cd\u7ecf\u5178\u7b97\u6cd5\u505a\u4e86\u6df1\u5165\u7684\u603b\u7ed3\u548c\u5206\u6790\uff0c\u5305\u62ec\u57fa\u4e8e\u5185\u5bb9\u7684\u63a8\u8350\u3001\u57fa\u4e8e\u6700\u8fd1\u90bb\u7684\u534f\u540c\u8fc7\u6ee4\u548c\u77e9\u9635\u5206\u89e3\u7b49\u3002\u63a8\u8350\u7cfb\u7edf\u8bc4\u4f30\u548c\u5e94\u7528\u65b9\u9762\uff0c\u8be5\u4e66\u63a2\u8ba8\u4e86\u63a8\u8350\u7b97\u6cd5\u8bc4\u4f30\u5e38\u7528\u7684\u65b9\u6cd5\u548c\u51c6\u5219\uff0c\u4ecb\u7ecd\u4e86\u63a8\u8350\u7cfb\u7edf\u843d\u5730\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u9047\u5230\u7684\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u63a8\u8350\u7406\u7531\uff1a\u8fd9\u662f\u4e00\u672c\u63a8\u8350\u7cfb\u7edf\u9886\u57df\u7684\u7ecf\u5178\u4e66\u7c4d\u3002\u8be5\u4e66\u7bc7\u5e45\u8f83\u957f\uff0c\u6bcf\u4e2a\u7ae0\u8282\u90fd\u9080\u8bf7\u4e86\u77e5\u540d\u5b66\u8005\u53c2\u4e0e\u64b0\u5199\uff0c\u5176\u4e2d\u4ecb\u7ecd\u7684\u7ecf\u5178\u65b9\u6cd5\u548c\u95ee\u9898\uff0c\u5bf9\u4e8e\u6df1\u5ea6\u5b66\u4e60\u65f6\u4ee3\u7684\u63a8\u8350\u7cfb\u7edf\u7814\u7a76\u548c\u5b9e\u8df5\u90fd\u975e\u5e38\u6709\u542f\u53d1\u3002\u8be5\u4e66\u51fa\u7248\u4e8e2011\u5e74\uff0c\u7b2c3\u7248\u5728\u4eca\u5e74\u51fa\u7248\uff0c\u975e\u5e38\u9002\u5408\u7814\u7a76\u4eba\u5458\u548c\u5de5\u7a0b\u4eba\u5458\u5728\u5b9e\u9645\u7684\u7814\u7a76\u548c\u5de5\u4f5c\u4e2d\u4f5c\u4e3a\u6280\u672f\u53c2\u8003\u624b\u518c\u3002<\/p>\n\n\n\n<p><strong>\u300a\u63a8\u8350\u7cfb\u7edf\u5b9e\u8df5\u300b<\/strong><\/p>\n\n\n\n<p>\u4f5c\u8005\uff1a\u9879\u4eae<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"350\" height=\"440\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-4.png\" alt=\"\u300a\u63a8\u8350\u7cfb\u7edf\u5b9e\u8df5\u300b\" class=\"wp-image-1070904\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-4.png 350w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-4-239x300.png 239w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-4-143x180.png 143w\" sizes=\"auto, (max-width: 350px) 100vw, 350px\" \/><\/figure>\n\n\n\n<p>\u4e3b\u8981\u5185\u5bb9\uff1a\u8fd9\u662f\u9879\u4eae\u535a\u58eb\u5c06\u4ed6\u535a\u58eb\u671f\u95f4\u5728\u63a8\u8350\u7cfb\u7edf\u4e0a\u7684\u7814\u7a76\u548c\u7ecf\u9a8c\u603b\u7ed3\u6574\u7406\u6210\u7684\u504f\u5e94\u7528\u7684\u4e66\u7c4d\uff0c\u51fa\u7248\u4e8e2012\u5e74\u3002\u672c\u4e66\u7ed3\u5408\u5177\u4f53\u7684\u5e94\u7528\u573a\u666f\uff0c\u7b80\u660e\u627c\u8981\u5730\u4ecb\u7ecd\u4e86\u63a8\u8350\u7cfb\u7edf\u7684\u57fa\u672c\u7ec4\u6210\u90e8\u5206\uff0c\u4ee5\u53ca\u5982\u4f55\u7075\u6d3b\u5229\u7528\u4e0d\u540c\u7684\u5185\u5bb9\u6570\u636e\uff0c\u4f8b\u5982\u7528\u6237\u6807\u7b7e\u3001\u793e\u4ea4\u7f51\u7edc\u3001\u4e0a\u4e0b\u6587\u4fe1\u606f\u7b49\uff0c\u5e2e\u52a9\u6539\u8fdb\u63a8\u8350\u6a21\u578b\u3002\u4e66\u4e2d\u8986\u76d6\u5230\u7684\u7b97\u6cd5\u4ee5\u534f\u540c\u8fc7\u6ee4\u3001\u5185\u5bb9\u8fc7\u6ee4\u548c\u56fe\u7b97\u6cd5\u4e3a\u4e3b\u3002\u6bcf\u4e2a\u7ae0\u8282\u5747\u6709\u7b80\u5355\u7684\u7b97\u6cd5\u4ee3\u7801\u793a\u4f8b\u548c\u6570\u636e\u7ed3\u679c\u5206\u6790\u3002<\/p>\n\n\n\n<p>\u63a8\u8350\u7406\u7531\uff1a\u8fd9\u672c\u4e66\u6700\u5927\u7684\u7279\u8272\u662f\u4ece\u5b9e\u9645\u5e94\u7528\u7684\u89d2\u5ea6\u51fa\u53d1\uff0c\u7cfb\u7edf\u6027\u5730\u4ecb\u7ecd\u63a8\u8350\u7cfb\u7edf\u7684\u591a\u4e2a\u65b9\u9762\uff0c\u5305\u62ec\u5178\u578b\u7684\u5e94\u7528\u573a\u666f\u3001\u57fa\u7840\u7684\u7b97\u6cd5\u6a21\u578b\u3001\u91cd\u8981\u7684\u8f85\u52a9\u4fe1\u606f\u3001\u8bc4\u4ef7\u6307\u6807\uff0c\u4ee5\u53ca\u63a8\u8350\u5f15\u64ce\u7684\u67b6\u6784\u3002\uff0c\u521d\u5b66\u8005\u901a\u8fc7\u8be5\u4e66\u80fd\u5728\u6700\u77ed\u7684\u65f6\u95f4\u5185\u4e86\u89e3\u63a8\u8350\u7cfb\u7edf\u7684\u57fa\u7840\u77e5\u8bc6\uff0c\u540c\u65f6\u603b\u89c8\u642d\u5efa\u4e00\u4e2a\u63a8\u8350\u7cfb\u7edf\u6240\u9700\u8981\u7684\u57fa\u672c\u6a21\u5757\u3002<\/p>\n\n\n\n<p><strong>\u300a\u63a8\u8350\u7cfb\u7edf\uff1a\u524d\u6cbf\u4e0e\u5b9e\u8df5\u300b<\/strong><\/p>\n\n\n\n<p>\u4f5c\u8005\uff1a\u674e\u4e1c\u80dc\uff0c\u7ec3\u5efa\u52cb\uff0c\u5f20\u4e50\uff0c\u4efb\u4f83\u7b49<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"350\" height=\"474\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-5.jpg\" alt=\"\u300a\u63a8\u8350\u7cfb\u7edf\uff1a\u524d\u6cbf\u4e0e\u5b9e\u8df5\u300b\" class=\"wp-image-1070907\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-5.jpg 350w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-5-222x300.jpg 222w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/book-list-recommender-systems-5-133x180.jpg 133w\" sizes=\"auto, (max-width: 350px) 100vw, 350px\" \/><\/figure>\n\n\n\n<p>\u4e3b\u8981\u5185\u5bb9\uff1a\u672c\u4e66\u4ee5\u4e00\u7ebf\u7814\u53d1\u4eba\u5458\u7684\u89c6\u89d2\u548c\u7ecf\u9a8c\uff0c\u4ece\u539f\u7406\u4e0e\u5b9e\u8df5\u4e24\u4e2a\u89d2\u5ea6\u4e3a\u8bfb\u8005\u5256\u6790\u63a8\u8350\u7cfb\u7edf\u3002\u8be5\u4e66\u9996\u5148\u4ece\u539f\u7406\u4e0a\u4ecb\u7ecd\u4e86\u5404\u7c7b\u7ecf\u5178\u63a8\u8350\u7b97\u6cd5\u53ca\u524d\u6cbf\u7684\u6df1\u5ea6\u5b66\u4e60\u63a8\u8350\u7b97\u6cd5\uff0c\u6db5\u76d6\u6df1\u5ea6\u534f\u540c\u8fc7\u6ee4\u3001\u7279\u5f81\u4ea4\u4e92\u3001\u57fa\u4e8e\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u63a8\u8350\u3001\u5e8f\u5217\u4e0e\u4f1a\u8bdd\u63a8\u8350\u3001\u7ed3\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u63a8\u8350\u548c\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u63a8\u8350\u7b49\u91cd\u8981\u6280\u672f\uff0c\u7136\u540e\u63a2\u8ba8\u4e86\u63a8\u8350\u7b97\u6cd5\u7814\u7a76\u5728\u5bf9\u8bdd\u3001\u56e0\u679c\u3001\u5e38\u8bc6\u7b49\u65b9\u9762\u7684\u524d\u6cbf\u8bdd\u9898\u3002\u4e66\u4e2d\u8fd8\u5206\u6790\u4e86\u63a8\u8350\u7cfb\u7edf\u5728\u6570\u636e\u878d\u5408\u3001\u7cfb\u7edf\u6269\u5c55\u3001\u6027\u80fd\u8bc4\u4f30\u7b49\u65b9\u9762\u7684\u5173\u952e\u6311\u6218\uff0c\u5e76\u5c31\u5982\u4f55\u8bbe\u8ba1\u8d1f\u8d23\u4efb\u7684\u63a8\u8350\u7cfb\u7edf\u8fdb\u884c\u4e86\u63a2\u8ba8\u3002\u6700\u540e\uff0c\u8be5\u4e66\u7ed3\u5408\u5fae\u8f6f\u7684\u5f00\u6e90\u9879\u76ee Microsoft Recommenders \u4ecb\u7ecd\u4e86\u63a8\u8350\u7cfb\u7edf\u7684\u5b9e\u8df5\u7ecf\u9a8c\u3002<\/p>\n\n\n\n<p>\u63a8\u8350\u7406\u7531\uff1a\u8fd1\u5e74\u6765\uff0c\u63a8\u8350\u7cfb\u7edf\u4e0e\u6df1\u5ea6\u5b66\u4e60\u7684\u7ed3\u5408\u5f97\u5230\u4e86\u5de5\u4e1a\u754c\u548c\u5b66\u672f\u754c\u7684\u666e\u904d\u8ba4\u53ef\uff0c\u7136\u800c\u76f8\u5173\u4e66\u7c4d\u5c1a\u672a\u666e\u904d\u6d89\u53ca\u8fd9\u4e9b\u524d\u6cbf\u6280\u672f\u548c\u5b9e\u8df5\u7ecf\u9a8c\u3002\u672c\u4e66\u4f5c\u8005\u674e\u4e1c\u80dc\u3001\u7ec3\u5efa\u52cb\u3001\u5f20\u4e50\u3001\u4efb\u4f83\u3001\u5362\u66be\u3001\u90ac\u6d9b\u3001\u8c22\u5e78\u90fd\u957f\u671f\u6d3b\u8dc3\u5728\u63a8\u8350\u7cfb\u7edf\u7814\u53d1\u4e00\u7ebf\uff0c\u5728\u63a8\u8350\u7cfb\u7edf\u9886\u57df\u7684\u6743\u5a01\u4f1a\u8bae\u548c\u671f\u520a\u4e0a\u53d1\u8868\u8fc7\u6570\u767e\u7bc7\u6709\u5f71\u54cd\u529b\u7684\u5b66\u672f\u8bba\u6587\uff0c\u5e76\u4e3b\u6301\u5f00\u53d1\u8fc7\u5305\u62ec Microsoft Recommenders \u5728\u5185\u7684\u591a\u4e2a\u63a8\u8350\u7cfb\u7edf\u9879\u76ee\u3002\u8bfb\u8005\u53ef\u4ee5\u57fa\u4e8e\u672c\u4e66\u6df1\u5165\u5b66\u4e60\u6700\u524d\u6cbf\u7684\u63a8\u8350\u7b97\u6cd5\u8bbe\u8ba1\u539f\u7406\u548c\u5b9e\u8df5\u65b9\u5f0f\uff0c\u5e76\u53ef\u4ee5\u57fa\u4e8e\u4e66\u4e2d\u7684\u6e90\u4ee3\u7801\u4ece\u96f6\u5f00\u59cb\u5feb\u901f\u642d\u5efa\u4e00\u4e2a\u51c6\u786e\u3001\u9ad8\u6548\u7684\u63a8\u8350\u7cfb\u7edf\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u968f\u7740\u79d1\u5b66\u6280\u672f\u7684\u98de\u901f\u53d1\u5c55\uff0c\u6570\u636e\u8d44\u6e90\u5448\u73b0\u6d77\u91cf\u5316\u3001\u591a\u5143\u5316\u7684\u7279\u5f81\uff0c\u4f46\u4eba\u4eec\u7684\u751f\u6d3b\u4e5f\u9762\u4e34\u7740\u4fe1\u606f\u5197\u4f59\u548c\u8fc7\u8f7d\u7684\u95ee\u9898\u3002\u5982\u4f55\u5728\u7f51\u8d2d\u65f6\u6311\u9009\u5230\u5fc3\u4eea\u7684\u5546\u54c1\uff1f\u5982\u4f55\u5728\u51fa\u884c\u4e2d\u627e\u5230\u5403\u559d\u73a9\u4e50\u7684\u63a8\u8350\uff1f\u5982\u4f55\u5728\u7eb7\u7e41\u7684\u8d44\u8baf\u4e2d\u627e\u5230\u611f\u5174\u8da3\u7684\u5185\u5bb9\u2026\u2026 \u5728\u5927\u6570\u636e\u65f6\u4ee3\uff0c\u4eba\u4eec\u65e5\u5e38\u7684\u5de5\u4f5c\u4f11\u95f2\u90fd\u79bb\u4e0d\u5f00\u63a8\u8350\u7cfb\u7edf\uff08Recommender Systems\uff09\u7684\u52a9\u529b\u3002 \u4e3a\u4e86\u5e2e\u52a9\u5927\u5bb6\u66f4\u597d\u5730\u4e86\u89e3\u3001\u5b66\u4e60\u63a8\u8350\u7cfb\u7edf\u9886\u57df\u7684\u76f8\u5173\u77e5\u8bc6\uff0c\u6211\u4eec\u9080\u8bf7\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63a8\u8350\u4e86\u8be5\u9886\u57df\u7684\u4e94\u672c\u201c\u5fc5\u8bfb\u201d\u4e66\u7c4d\uff0c\u5176\u4e2d\u65e2\u6709\u63a8\u8350\u7cfb\u7edf\u7684\u6982\u5ff5\u3001\u7ecf\u5178\u7b97\u6cd5\u7b49\u57fa\u7840\u77e5\u8bc6\uff0c\u4e5f\u5305\u62ec\u4e86\u63a8\u8350\u7cfb\u7edf\u5728\u4e0d\u540c\u9886\u57df\u7684\u5177\u4f53\u5e94\u7528\uff0c\u5e0c\u671b\u80fd\u591f\u5bf9\u5927\u5bb6\u5728\u6df1\u5ea6\u5b66\u4e60\u65f6\u4ee3\u7684\u63a8\u8350\u7cfb\u7edf\u7814\u7a76\u548c\u5b9e\u8df5\u5e26\u6765\u542f\u53d1\u3002 Recommender Systems: An introduction \u4e2d\u6587\u7248\uff1a\u300a\u63a8\u8350\u7cfb\u7edf\u300b \u4f5c\u8005\uff1aDiermar Jannach, Markus Zanker, Alexander Felfernig, Gerhard Friedrich \u4e3b\u8981\u5185\u5bb9\uff1a\u672c\u4e66\u6bd4\u8f83\u5168\u9762\u5730\u4ecb\u7ecd\u4e86\u63a8\u8350\u7cfb\u7edf\u6d89\u53ca\u7684\u76f8\u5173\u77e5\u8bc6\u70b9\uff0c\u5448\u73b0\u4e86\u8bb8\u591a\u7ecf\u5178\u7b97\u6cd5\uff0c\u5e76\u8ba8\u8bba\u4e86\u5982\u4f55\u8861\u91cf\u63a8\u8350\u7cfb\u7edf\u7684\u6709\u6548\u6027\u3002\u4e66\u4e2d\u5185\u5bb9\u5206\u4e3a\u57fa\u672c\u6982\u5ff5\u548c\u6700\u65b0\u8fdb\u5c55\u4e24\u90e8\u5206\uff1a\u524d\u8005\u6d89\u53ca\u534f\u540c\u63a8\u8350\u3001\u57fa\u4e8e\u5185\u5bb9\u7684\u63a8\u8350\u3001\u57fa\u4e8e\u77e5\u8bc6\u7684\u63a8\u8350\u3001\u6df7\u5408\u63a8\u8350\u65b9\u6cd5\u3001\u63a8\u8350\u7cfb\u7edf\u7684\u89e3\u91ca\u3001\u8bc4\u4f30\u63a8\u8350\u7cfb\u7edf\u548c\u5b9e\u4f8b\u5206\u6790\uff1b\u540e\u8005\u5305\u62ec\u9488\u5bf9\u63a8\u8350\u7cfb\u7edf\u7684\u653b\u51fb\u3001\u5728\u7ebf\u6d88\u8d39\u51b3\u7b56\u3001\u63a8\u8350\u7cfb\u7edf\u548c\u4e0b\u4e00\u4ee3\u4e92\u8054\u7f51\u4ee5\u53ca\u666e\u9002\u73af\u5883\u4e2d\u7684\u63a8\u8350\u3002 \u63a8\u8350\u7406\u7531\uff1a\u672c\u4e66\u5185\u5bb9\u8be6\u5c3d\uff0c\u5e7f\u6cdb\u6db5\u76d6\u4e86\u4e0d\u540c\u7c7b\u578b\u7684\u63a8\u8350\u7cfb\u7edf\uff0c\u5e76\u5bf9\u8fd9\u4e9b\u63a8\u8350\u7cfb\u7edf\u9010\u4e00\u8fdb\u884c\u4e86\u7ec6\u81f4\u5730\u5256\u6790\uff0c\u5e76\u8f85\u4ee5\u5b9e\u9645\u5e94\u7528\u6848\u4f8b\u7684\u4ecb\u7ecd\uff0c\u9002\u5408\u60f3\u8981\u4e86\u89e3\u63a8\u8350\u7cfb\u7edf\u7684\u57fa\u7840\u548c\u76f8\u5173\u7814\u7a76\u7684\u8bfb\u8005\u4f5c\u4e3a\u63a8\u8350\u7cfb\u7edf\u7684\u5165\u95e8\u4e66\u7c4d\u3002\u4e66\u4e2d\u5305\u542b\u4e86\u5927\u91cf\u7684\u56fe\u8868\u4ee5\u53ca\u793a\u4f8b\uff0c\u6709\u52a9\u4e8e\u8bfb\u8005\u7406\u89e3\u548c\u628a\u63e1\u76f8\u5173\u77e5\u8bc6\u3002 Recommender Systems: The Textbook \u4e2d\u6587\u7248\uff1a\u300a\u63a8\u8350\u7cfb\u7edf\uff1a\u539f\u7406\u4e0e\u5b9e\u8df5\u300b \u4f5c\u8005\uff1aCharu C. Aggarwal \u4e3b\u8981\u5185\u5bb9\uff1a\u672c\u4e66\u8be6\u5c3d\u5730\u4ecb\u7ecd\u4e86\u63a8\u8350\u7cfb\u7edf\u7684\u5404\u4e2a\u65b9\u9762\uff0c\u5185\u5bb9\u5927\u81f4\u5206\u4e3a\u4e09\u4e2a\u90e8\u5206\uff1a1\uff09\u201c\u7b97\u6cd5\u548c\u8bc4\u4f30\u201d\u90e8\u5206\u63a2\u8ba8\u4e86\u63a8\u8350\u7cfb\u7edf\u4e2d\u7684\u57fa\u7840\u7b97\u6cd5\uff0c\u5305\u62ec\u534f\u540c\u8fc7\u6ee4\u7684\u65b9\u6cd5\u3001\u57fa\u4e8e\u5185\u5bb9\u7684\u65b9\u6cd5\u3001\u57fa\u4e8e\u77e5\u8bc6\u7684\u65b9\u6cd5\u3001\u96c6\u6210\u65b9\u6cd5\u4ee5\u53ca\u63a8\u8350\u7cfb\u7edf\u7684\u8bc4\u4f30\u65b9\u6cd5\uff1b2\uff09\u201c\u7279\u5b9a\u9886\u57df\u548c\u4e0a\u4e0b\u6587\u7684\u63a8\u8350\u7cfb\u7edf\u201d\u90e8\u5206\u4ecb\u7ecd\u4e86\u5728\u5982\u65f6\u95f4\u7a7a\u95f4\u6570\u636e\u3001\u793e\u4ea4\u6570\u636e\u3001\u6807\u7b7e\u6570\u636e\u4ee5\u53ca\u4fe1\u7528\u5ea6\u6570\u636e\u7b49\u4e0d\u540c\u7684\u4e0a\u4e0b\u6587\u573a\u666f\u6570\u636e\u4e2d\u5982\u4f55\u8fdb\u884c\u63a8\u8350\uff1b3\uff09\u201c\u9ad8\u7ea7\u7684\u4e3b\u9898\u548c\u5e94\u7528\u201d\u90e8\u5206\u4ecb\u7ecd\u4e86\u548c\u63a8\u8350\u7cfb\u7edf\u7684\u9c81\u68d2\u6027\u76f8\u5173\u7684\u5185\u5bb9\uff0c\u5982\u5148\u4ee4\u7cfb\u7edf\u3001\u653b\u51fb\u6a21\u578b\u4ee5\u53ca\u76f8\u5e94\u7684\u9632\u5fa1\u6a21\u578b\u3002 \u63a8\u8350\u7406\u7531\uff1a\u8fd9\u662f\u4e00\u672c\u975e\u5e38\u4f18\u79c0\u7684\u6559\u79d1\u4e66\uff0c\u5b83\u4e0d\u4ec5\u7528\u7b80\u660e\u7684\u8bed\u8a00\u9610\u8ff0\u4e86\u63a8\u8350\u7cfb\u7edf\u7684\u57fa\u7840\uff0c\u6df1\u5165\u4ecb\u7ecd\u4e86\u6838\u5fc3\u7b97\u6cd5\u4ee5\u53ca\u6570\u5b66\u8bba\u8bc1\uff0c\u8fd8\u4e3a\u8bfb\u8005\u63d0\u4f9b\u4e86\u7b2c\u4e09\u65b9\u5de5\u5177\u6216\u6846\u67b6\u4f7f\u7528\u65f6\u9700\u8981\u67e5\u8be2\u7684\u5927\u91cf\u8d44\u6599\u3002\u672c\u4e66\u5bf9\u4e8e\u63a8\u8350\u7cfb\u7edf\u7684\u57fa\u7840\u3001\u5177\u4f53\u5e94\u7528\u548c\u76f8\u5173\u6587\u732e\u8fdb\u884c\u4e86\u5168\u9762\u4ecb\u7ecd\uff0c\u65e2\u9002\u5408\u7814\u7a76\u4eba\u5458\u4f5c\u4e3a\u63a8\u8350\u7cfb\u7edf\u7684\u5165\u95e8\u4e66\u7c4d\uff0c\u53c8\u9002\u5408\u5de5\u4e1a\u4ece\u4e1a\u4eba\u5458\u4f5c\u4e3a\u5de5\u5177\u53c2\u8003\u4e66\u3002 Recommender System Handbook \u4e2d\u6587\u7248\uff1a\u300a\u63a8\u8350\u7cfb\u7edf\uff1a\u6280\u672f\u3001\u8bc4\u4f30\u53ca\u9ad8\u6548\u7b97\u6cd5\u300b \u4f5c\u8005\uff1aFrancesco Ricci, Lior Rokach, Bracha Shapira Editors \u4e3b\u8981\u5185\u5bb9\uff1a\u8be5\u4e66\u4ece\u4e24\u4e2a\u89d2\u5ea6\u4ecb\u7ecd\u4e86\u63a8\u8350\u7cfb\u7edf\u6280\u672f\uff1a1\uff09\u57fa\u7840\u63a8\u8350\u7b97\u6cd5\uff1b2\uff09\u63a8\u8350\u7cfb\u7edf\u8bc4\u4f30\u548c\u5e94\u7528\u3002\u5728\u57fa\u7840\u63a8\u8350\u6280\u672f\u65b9\u9762\uff0c\u8be5\u4e66\u5bf9\u4e8e\u63a8\u8350\u7cfb\u7edf\u53d1\u5c55\u65e9\u671f\u7684\u5404\u79cd\u7ecf\u5178\u7b97\u6cd5\u505a\u4e86\u6df1\u5165\u7684\u603b\u7ed3\u548c\u5206\u6790\uff0c\u5305\u62ec\u57fa\u4e8e\u5185\u5bb9\u7684\u63a8\u8350\u3001\u57fa\u4e8e\u6700\u8fd1\u90bb\u7684\u534f\u540c\u8fc7\u6ee4\u548c\u77e9\u9635\u5206\u89e3\u7b49\u3002\u63a8\u8350\u7cfb\u7edf\u8bc4\u4f30\u548c\u5e94\u7528\u65b9\u9762\uff0c\u8be5\u4e66\u63a2\u8ba8\u4e86\u63a8\u8350\u7b97\u6cd5\u8bc4\u4f30\u5e38\u7528\u7684\u65b9\u6cd5\u548c\u51c6\u5219\uff0c\u4ecb\u7ecd\u4e86\u63a8\u8350\u7cfb\u7edf\u843d\u5730\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u9047\u5230\u7684\u6311\u6218\u3002 \u63a8\u8350\u7406\u7531\uff1a\u8fd9\u662f\u4e00\u672c\u63a8\u8350\u7cfb\u7edf\u9886\u57df\u7684\u7ecf\u5178\u4e66\u7c4d\u3002\u8be5\u4e66\u7bc7\u5e45\u8f83\u957f\uff0c\u6bcf\u4e2a\u7ae0\u8282\u90fd\u9080\u8bf7\u4e86\u77e5\u540d\u5b66\u8005\u53c2\u4e0e\u64b0\u5199\uff0c\u5176\u4e2d\u4ecb\u7ecd\u7684\u7ecf\u5178\u65b9\u6cd5\u548c\u95ee\u9898\uff0c\u5bf9\u4e8e\u6df1\u5ea6\u5b66\u4e60\u65f6\u4ee3\u7684\u63a8\u8350\u7cfb\u7edf\u7814\u7a76\u548c\u5b9e\u8df5\u90fd\u975e\u5e38\u6709\u542f\u53d1\u3002\u8be5\u4e66\u51fa\u7248\u4e8e2011\u5e74\uff0c\u7b2c3\u7248\u5728\u4eca\u5e74\u51fa\u7248\uff0c\u975e\u5e38\u9002\u5408\u7814\u7a76\u4eba\u5458\u548c\u5de5\u7a0b\u4eba\u5458\u5728\u5b9e\u9645\u7684\u7814\u7a76\u548c\u5de5\u4f5c\u4e2d\u4f5c\u4e3a\u6280\u672f\u53c2\u8003\u624b\u518c\u3002 \u300a\u63a8\u8350\u7cfb\u7edf\u5b9e\u8df5\u300b \u4f5c\u8005\uff1a\u9879\u4eae \u4e3b\u8981\u5185\u5bb9\uff1a\u8fd9\u662f\u9879\u4eae\u535a\u58eb\u5c06\u4ed6\u535a\u58eb\u671f\u95f4\u5728\u63a8\u8350\u7cfb\u7edf\u4e0a\u7684\u7814\u7a76\u548c\u7ecf\u9a8c\u603b\u7ed3\u6574\u7406\u6210\u7684\u504f\u5e94\u7528\u7684\u4e66\u7c4d\uff0c\u51fa\u7248\u4e8e2012\u5e74\u3002\u672c\u4e66\u7ed3\u5408\u5177\u4f53\u7684\u5e94\u7528\u573a\u666f\uff0c\u7b80\u660e\u627c\u8981\u5730\u4ecb\u7ecd\u4e86\u63a8\u8350\u7cfb\u7edf\u7684\u57fa\u672c\u7ec4\u6210\u90e8\u5206\uff0c\u4ee5\u53ca\u5982\u4f55\u7075\u6d3b\u5229\u7528\u4e0d\u540c\u7684\u5185\u5bb9\u6570\u636e\uff0c\u4f8b\u5982\u7528\u6237\u6807\u7b7e\u3001\u793e\u4ea4\u7f51\u7edc\u3001\u4e0a\u4e0b\u6587\u4fe1\u606f\u7b49\uff0c\u5e2e\u52a9\u6539\u8fdb\u63a8\u8350\u6a21\u578b\u3002\u4e66\u4e2d\u8986\u76d6\u5230\u7684\u7b97\u6cd5\u4ee5\u534f\u540c\u8fc7\u6ee4\u3001\u5185\u5bb9\u8fc7\u6ee4\u548c\u56fe\u7b97\u6cd5\u4e3a\u4e3b\u3002\u6bcf\u4e2a\u7ae0\u8282\u5747\u6709\u7b80\u5355\u7684\u7b97\u6cd5\u4ee3\u7801\u793a\u4f8b\u548c\u6570\u636e\u7ed3\u679c\u5206\u6790\u3002 \u63a8\u8350\u7406\u7531\uff1a\u8fd9\u672c\u4e66\u6700\u5927\u7684\u7279\u8272\u662f\u4ece\u5b9e\u9645\u5e94\u7528\u7684\u89d2\u5ea6\u51fa\u53d1\uff0c\u7cfb\u7edf\u6027\u5730\u4ecb\u7ecd\u63a8\u8350\u7cfb\u7edf\u7684\u591a\u4e2a\u65b9\u9762\uff0c\u5305\u62ec\u5178\u578b\u7684\u5e94\u7528\u573a\u666f\u3001\u57fa\u7840\u7684\u7b97\u6cd5\u6a21\u578b\u3001\u91cd\u8981\u7684\u8f85\u52a9\u4fe1\u606f\u3001\u8bc4\u4ef7\u6307\u6807\uff0c\u4ee5\u53ca\u63a8\u8350\u5f15\u64ce\u7684\u67b6\u6784\u3002\uff0c\u521d\u5b66\u8005\u901a\u8fc7\u8be5\u4e66\u80fd\u5728\u6700\u77ed\u7684\u65f6\u95f4\u5185\u4e86\u89e3\u63a8\u8350\u7cfb\u7edf\u7684\u57fa\u7840\u77e5\u8bc6\uff0c\u540c\u65f6\u603b\u89c8\u642d\u5efa\u4e00\u4e2a\u63a8\u8350\u7cfb\u7edf\u6240\u9700\u8981\u7684\u57fa\u672c\u6a21\u5757\u3002 \u300a\u63a8\u8350\u7cfb\u7edf\uff1a\u524d\u6cbf\u4e0e\u5b9e\u8df5\u300b \u4f5c\u8005\uff1a\u674e\u4e1c\u80dc\uff0c\u7ec3\u5efa\u52cb\uff0c\u5f20\u4e50\uff0c\u4efb\u4f83\u7b49 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Microsoft Recommenders \u4ecb\u7ecd\u4e86\u63a8\u8350\u7cfb\u7edf\u7684\u5b9e\u8df5\u7ecf\u9a8c\u3002 \u63a8\u8350\u7406\u7531\uff1a\u8fd1\u5e74\u6765\uff0c\u63a8\u8350\u7cfb\u7edf\u4e0e\u6df1\u5ea6\u5b66\u4e60\u7684\u7ed3\u5408\u5f97\u5230\u4e86\u5de5\u4e1a\u754c\u548c\u5b66\u672f\u754c\u7684\u666e\u904d\u8ba4\u53ef\uff0c\u7136\u800c\u76f8\u5173\u4e66\u7c4d\u5c1a\u672a\u666e\u904d\u6d89\u53ca\u8fd9\u4e9b\u524d\u6cbf\u6280\u672f\u548c\u5b9e\u8df5\u7ecf\u9a8c\u3002\u672c\u4e66\u4f5c\u8005\u674e\u4e1c\u80dc\u3001\u7ec3\u5efa\u52cb\u3001\u5f20\u4e50\u3001\u4efb\u4f83\u3001\u5362\u66be\u3001\u90ac\u6d9b\u3001\u8c22\u5e78\u90fd\u957f\u671f\u6d3b\u8dc3\u5728\u63a8\u8350\u7cfb\u7edf\u7814\u53d1\u4e00\u7ebf\uff0c\u5728\u63a8\u8350\u7cfb\u7edf\u9886\u57df\u7684\u6743\u5a01\u4f1a\u8bae\u548c\u671f\u520a\u4e0a\u53d1\u8868\u8fc7\u6570\u767e\u7bc7\u6709\u5f71\u54cd\u529b\u7684\u5b66\u672f\u8bba\u6587\uff0c\u5e76\u4e3b\u6301\u5f00\u53d1\u8fc7\u5305\u62ec Microsoft Recommenders 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