{"id":16887,"date":"2026-08-12T18:25:31","date_gmt":"2026-08-12T08:25:31","guid":{"rendered":"https:\/\/geoffreychen.com\/?p=16887"},"modified":"2026-08-12T18:25:50","modified_gmt":"2026-08-12T08:25:50","slug":"does-a-recommender-system-know-me-better-than-i-know-myself","status":"publish","type":"post","link":"https:\/\/geoffreychen.com\/zh\/does-a-recommender-system-know-me-better-than-i-know-myself\/","title":{"rendered":"\u63a8\u8350\u7cfb\u7edf\u6bd4\u6211\u66f4\u61c2\u6211\u5417\uff1f"},"content":{"rendered":"<\/p>\n<p>\u300a\u4e00\u4e2a\u4eba\u600e\u6837\u5f62\u6210\u81ea\u5df1\u7684\u4e16\u754c\u300b\u00b7 \u7b2c\u4e09\u5b63\u201c\u6ce8\u610f\u3001\u6b32\u671b\u4e0e\u81ea\u6211\u7406\u89e3\u201d\u00b7 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Chaney\u3001Brandon Stewart \u548c Barbara Engelhardt \u5728 2018 \u5e74\u7684<a href=\"https:\/\/oar.princeton.edu\/bitstream\/88435\/pr1zc2c\/1\/RecSystemsUtility.pdf\" target=\"_blank\" rel=\"noopener\">\u6a21\u62df\u7814\u7a76<\/a>\u4e2d\u5206\u6790\u4e86\u8fd9\u79cd\u7b97\u6cd5\u6df7\u6742\uff0c\u663e\u793a\u63a8\u8350\u4e0e\u53cd\u9988\u7684\u53cd\u590d\u4f5c\u7528\u53ef\u80fd\u589e\u52a0\u540c\u8d28\u6027\uff0c\u5e76\u5728\u4ed6\u4eec\u7684\u6a21\u578b\u6761\u4ef6\u4e0b\u964d\u4f4e\u90e8\u5206\u7528\u6237\u83b7\u5f97\u7684\u6548\u7528\u3002\u5176\u4ed6\u7814\u7a76\u4e5f\u5c1d\u8bd5\u4ece\u89c2\u5bdf\u5230\u7684\u8bc4\u5206\u4e2d<a href=\"https:\/\/papers.nips.cc\/paper_files\/paper\/2016\/hash\/962e56a8a0b0420d87272a682bfd1e53-Abstract.html\" target=\"_blank\" rel=\"noopener\">\u5206\u79bb\u63a8\u8350\u5f71\u54cd\u4e0e\u6240\u8c13\u5185\u5728\u504f\u597d<\/a>\u3002\u8fd9\u4e9b\u7ed3\u679c\u6765\u81ea\u7279\u5b9a\u6a21\u578b\u548c\u6570\u636e\uff0c\u4e0d\u80fd\u76f4\u63a5\u8bc1\u660e\u73b0\u5b9e\u5e73\u53f0\u5fc5\u7136\u628a\u6bcf\u4e2a\u4eba\u56f0\u5728\u201c\u8fc7\u6ee4\u6c14\u6ce1\u201d\u91cc\u3002\u5b83\u4eec\u63ed\u793a\u7684\u662f\u8bc6\u522b\u96be\u9898\uff1a\u7cfb\u7edf\u540e\u6765\u7528\u6765\u8bc1\u660e\u201c\u4f60\u559c\u6b22\u8fd9\u4e2a\u201d\u7684\u884c\u4e3a\uff0c\u90e8\u5206\u53ef\u80fd\u7531\u7cfb\u7edf\u65e9\u5148\u8ba9\u4f60\u770b\u5230\u8fd9\u4e2a\u9020\u6210\u3002<\/p>\n<p>\u8fd9\u79cd\u56de\u8def\u4e0d\u5fc5\u5168\u662f\u574f\u4e8b\u3002\u670b\u53cb\u63a8\u8350\u4e00\u672c\u4e66\u4e5f\u4f1a\u6539\u53d8\u53e3\u5473\uff0c\u6559\u5e08\u5b89\u6392\u6750\u6599\u4f1a\u57f9\u517b\u80fd\u529b\uff0c\u53cd\u590d\u63a5\u89e6\u53ef\u4ee5\u8ba9\u964c\u751f\u827a\u672f\u53d8\u5f97\u53ef\u7406\u89e3\u3002\u504f\u597d\u672c\u6765\u5c31\u4f1a\u5728\u73af\u5883\u4e2d\u53d1\u5c55\u3002\u771f\u6b63\u7684\u95ee\u9898\u662f\uff0c\u7cfb\u7edf\u4f18\u5316\u7684\u65b9\u5411\u662f\u5426\u4e0e\u7528\u6237\u5e0c\u671b\u5f62\u6210\u7684\u81ea\u5df1\u76f8\u7b26\uff0c\u4ee5\u53ca\u7528\u6237\u80fd\u5426\u770b\u89c1\u548c\u6539\u53d8\u8fd9\u4e2a\u65b9\u5411\u3002<\/p>\n<h2>\u201c\u51c6\u786e\u201d\u8981\u770b\u9884\u6d4b\u4e86\u54ea\u4e2a\u65f6\u523b\u7684\u6211<\/h2>\n<p>\u4e00\u4e2a\u63a8\u8350\u5728\u4e94\u79d2\u5185\u83b7\u5f97\u70b9\u51fb\uff0c\u53ef\u4ee5\u79f0\u4e3a\u51c6\u786e\uff1b\u4e00\u4e2a\u64ad\u653e\u5217\u8868\u8ba9\u4eba\u4e00\u5c0f\u65f6\u4e0d\u79bb\u5f00\uff0c\u4e5f\u53ef\u4ee5\u79f0\u4e3a\u6210\u529f\u3002\u4f46\u4e2a\u4eba\u7684\u76ee\u6807\u53ef\u80fd\u662f\u53d1\u73b0\u964c\u751f\u4f5c\u54c1\u3001\u5b8c\u6210\u4e00\u9879\u4efb\u52a1\u3001\u6539\u5584\u7761\u7720\u6216\u4e0d\u518d\u88ab\u6124\u6012\u5185\u5bb9\u6301\u7eed\u7275\u5f15\u3002\u77ed\u671f\u53cd\u5e94\u51c6\u786e\u4e0e\u957f\u671f\u4ef7\u503c\u4e00\u81f4\u4e0d\u662f\u540c\u4e00\u6307\u6807\u3002<\/p>\n<p>\u63a8\u8350\u7cfb\u7edf\u8fd8\u4f1a\u9047\u5230\u591a\u91cd\u81ea\u6211\u3002\u5de5\u4f5c\u4e2d\u7684\u641c\u7d22\u3001\u5b69\u5b50\u4f7f\u7528\u540c\u4e00\u8bbe\u5907\u7684\u89c2\u770b\u3001\u4e00\u6b21\u6027\u65c5\u884c\u51c6\u5907\u548c\u957f\u671f\u5174\u8da3\u6df7\u5728\u8bb0\u5f55\u91cc\uff1b\u597d\u5947\u70b9\u51fb\u4e0e\u8ba4\u53ef\u7acb\u573a\u4e5f\u53ef\u80fd\u76f8\u540c\u3002\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u65f6\u95f4\u3001\u8bbe\u5907\u548c\u4e0a\u4e0b\u6587\u63d0\u9ad8\u533a\u5206\uff0c\u5374\u65e0\u6cd5\u4ec5\u51ed\u884c\u4e3a\u51b3\u5b9a\u54ea\u4e00\u79cd\u503e\u5411\u66f4\u4ee3\u8868\u201c\u771f\u6b63\u7684\u6211\u201d\u3002\u8fd9\u4e2a\u95ee\u9898\u672c\u8eab\u5305\u542b\u89c4\u8303\u9009\u62e9\u3002<\/p>\n<p>\u5f53\u4eba\u8bf4\u7cfb\u7edf\u201c\u6bd4\u6211\u66f4\u61c2\u6211\u201d\uff0c\u7cfb\u7edf\u4e5f\u8bb8\u786e\u5b9e\u6bd4\u672c\u4eba\u66f4\u597d\u5730\u9884\u6d4b\u4e00\u4e2a\u5fae\u89c2\u884c\u4e3a\u3002\u4eba\u5bf9\u81ea\u5df1\u5e76\u4e0d\u5b8c\u5168\u900f\u660e\uff0c\u4e5f\u5e38\u4f4e\u4f30\u4e60\u60ef\u3002\u4f46\u7cfb\u7edf\u7684\u4f18\u52bf\u6765\u81ea\u7a84\u5316\u4efb\u52a1\uff1a\u5b83\u4e0d\u5fc5\u89e3\u91ca\u6574\u4e2a\u751f\u547d\uff0c\u53ea\u9700\u5728\u6709\u9650\u5019\u9009\u4e2d\u6392\u5217\u4e0b\u4e00\u9879\u3002\u628a\u5c40\u90e8\u9884\u6d4b\u4f18\u52bf\u5347\u7ea7\u4e3a\u4eba\u683c\u7406\u89e3\uff0c\u662f\u628a\u6280\u672f\u6027\u80fd\u7ffb\u8bd1\u6210\u4e86\u8fc7\u5ea6\u54f2\u5b66\u7ed3\u8bba\u3002<\/p>\n<h2>\u63a8\u8350\u754c\u9762\u5e94\u5141\u8bb8\u4eba\u8868\u8fbe\u4e0d\u60f3\u5ef6\u7eed\u7684\u504f\u597d<\/h2>\n<p>\u8bb8\u591a\u53cd\u9988\u6309\u94ae\u53ea\u5141\u8bb8\u201c\u559c\u6b22\uff0f\u4e0d\u559c\u6b22\u201d\u6216\u201c\u4e0d\u611f\u5174\u8da3\u201d\u3002\u7136\u800c\uff0c\u81ea\u6211\u7406\u89e3\u9700\u8981\u66f4\u4e30\u5bcc\u7684\u65f6\u95f4\u8bed\u8a00\uff1a\u6211\u4eca\u5929\u9700\u8981\u8fd9\u4e2a\uff0c\u4f46\u4e0d\u5e0c\u671b\u5b83\u957f\u671f\u5b9a\u4e49\u63a8\u8350\uff1b\u6211\u7814\u7a76\u8fd9\u4e2a\uff0c\u4e0d\u662f\u8ba4\u53ef\u5b83\uff1b\u6211\u60f3\u51cf\u5c11\u67d0\u7c7b\u5185\u5bb9\uff0c\u5373\u4f7f\u6211\u8fc7\u53bb\u7ecf\u5e38\u70b9\u51fb\uff1b\u6211\u5e0c\u671b\u589e\u52a0\u964c\u751f\u6027\uff0c\u800c\u4e0d\u662f\u63d0\u9ad8\u76f8\u4f3c\u5ea6\u3002<\/p>\n<p>\u597d\u7684\u63a8\u8350\u63a7\u5236\u4e0d\u53ea\u662f\u8ba9\u4eba\u5220\u9664\u5386\u53f2\uff0c\u8fd8\u5e94\u5e2e\u52a9\u7406\u89e3\u7cfb\u7edf\u4f9d\u636e\u4e86\u4ec0\u4e48\u3001\u533a\u5206\u4e34\u65f6\u4e0e\u957f\u671f\u76ee\u6807\u3001\u8bbe\u5b9a\u591a\u6837\u6027\u548c\u505c\u6b62\u6761\u4ef6\uff0c\u5e76\u5141\u8bb8\u504f\u597d\u8870\u51cf\u3002\u89e3\u91ca\u4e0d\u5fc5\u516c\u5f00\u5b8c\u6574\u6a21\u578b\u4ee3\u7801\uff1b\u5bf9\u4e2a\u4eba\u771f\u6b63\u6709\u7528\u7684\u662f\u53ef\u64cd\u4f5c\u8bf4\u660e\uff0c\u4f8b\u5982\u201c\u56e0\u4e3a\u4f60\u6700\u8fd1\u8fde\u7eed\u89c2\u770b\u4e86\u67d0\u4e3b\u9898\u201d\u201c\u51cf\u5c11\u6b64\u6765\u6e90\u201d\u20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J. B. Chaney\u3001Brandon M. Stewart \u4e0e Barbara E. Engelhardt\uff0c<a href=\"https:\/\/oar.princeton.edu\/bitstream\/88435\/pr1zc2c\/1\/RecSystemsUtility.pdf\" target=\"_blank\" rel=\"noopener\">\u201cHow Algorithmic Confounding in Recommendation Systems Increases Homogeneity and Decreases Utility\u201d<\/a>\uff0cRecSys\uff0c2018\u3002<\/li>\n<li>Ayan Sinha\u3001David F. Gleich \u4e0e Karthik Ramani\uff0c<a href=\"https:\/\/papers.nips.cc\/paper_files\/paper\/2016\/hash\/962e56a8a0b0420d87272a682bfd1e53-Abstract.html\" target=\"_blank\" rel=\"noopener\">\u201cDeconvolving Feedback Loops in Recommender Systems\u201d<\/a>\uff0cNeurIPS\uff0c2016\u3002<\/li>\n<li>Marko Tkal\u010di\u010d\u3001Markus Kunaver \u7b49\uff0c<a href=\"https:\/\/link.springer.com\/article\/10.1007\/s10844-021-00674-5\" target=\"_blank\" rel=\"noopener\">\u201cTowards Psychology-Aware Preference Construction in Recommender Systems\u201d<\/a>\uff0c<em>Journal of Intelligent Information Systems<\/em>\uff0c2022\u3002<\/li>\n<li>Paul Slovic\uff0c<a href=\"https:\/\/scholarsbank.uoregon.edu\/items\/8bfbe1ef-a008-470a-a730-625bfc00c192\" target=\"_blank\" rel=\"noopener\">\u201cThe Construction of Preference\u201d<\/a>\uff0c1995\u3002<\/li>\n<\/ul>\n<p><strong>\u7ee7\u7eed\u9605\u8bfb\uff1a<\/strong><a href=\"https:\/\/geoffreychen.com\/zh\/category\/reflections\/knowledge-life\/how-a-person-builds-a-world\/\">\u6d4f\u89c8\u300a\u4e00\u4e2a\u4eba\u600e\u6837\u5f62\u6210\u81ea\u5df1\u7684\u4e16\u754c\u300b\u7cfb\u5217\u6587\u7ae0<\/a><\/p>\n<p>","protected":false},"excerpt":{"rendered":"","protected":false},"author":17897162,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":true,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_geoff_meta_description_en":"It argues recommender systems may predict near-term actions via behavioural traces, but this differs from understanding why we care or shaping long-term self.","_geoff_meta_description_zh":"\u6587\u7ae0\u6307\u51fa\u63a8\u8350\u7cfb\u7edf\u80fd\u6839\u636e\u53ef\u89c2\u6d4b\u884c\u4e3a\u66f4\u51c6\u786e\u9884\u6d4b\u4e0b\u4e00\u6b65\uff0c\u5374\u4e0d\u7b49\u540c\u4e8e\u7406\u89e3\u4eba\u4e3a\u4f55\u5728\u610f\uff0c\u4e5f\u65e0\u6cd5\u81ea\u52a8\u63a8\u5bfc\u957f\u671f\u81ea\u6211\u4ef7\u503c\u4e0e\u9009\u62e9\u65b9\u5411\u3002","_wpcom_ai_launchpad_first_post":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[787296461],"tags":[787296597,787296563,787296599,787296462,787296596,787296598,787296564,787296463],"class_list":["post-16887","post","type-post","status-publish","format-standard","hentry","category-how-a-person-builds-a-world","tag-algorithmic-self","tag-attention-desire-and-self-understanding","tag-algorithmic-self-zh","tag-how-a-person-builds-a-world","tag-recommender-systems","tag-recommender-systems-zh","tag-attention-desire-and-self-understanding-zh","tag-how-a-person-builds-a-world-zh",""],"translatepress_titles":{"en_AU":"Does a Recommender System Know Me Better Than I Know Myself?","zh_CN":"\u63a8\u8350\u7cfb\u7edf\u6bd4\u6211\u66f4\u61c2\u6211\u5417\uff1f"},"jetpack_publicize_connections":[],"jetpack_likes_enabled":false,"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p1ar9H-4on","jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/posts\/16887","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/users\/17897162"}],"replies":[{"embeddable":true,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/comments?post=16887"}],"version-history":[{"count":1,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/posts\/16887\/revisions"}],"predecessor-version":[{"id":16896,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/posts\/16887\/revisions\/16896"}],"wp:attachment":[{"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/media?parent=16887"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/categories?post=16887"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/tags?post=16887"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}