{"id":3104,"date":"2025-05-14T23:25:10","date_gmt":"2025-05-14T15:25:10","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=3104"},"modified":"2025-05-15T13:28:05","modified_gmt":"2025-05-15T05:28:05","slug":"202505-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-fedfpm-a-unified-federated-analytics-framework-for-collaborative-frequent-pattern-mining","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202505-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-fedfpm-a-unified-federated-analytics-framework-for-collaborative-frequent-pattern-mining\/","title":{"rendered":"202505 \u8bba\u6587\u7814\u8bfb-FedFPM: A Unified Federated Analytics Framework for Collaborative Frequent Pattern Mining"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aZibo Wang\uff0cYifei Zhu\uff0cDan Wang\uff0cZhu Han<br>\u5355\u4f4d\uff1a\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66<br>\u6765\u6e90\uff1aIEEE INFOCOM 2022<br>\u65f6\u95f4\uff1a2022<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u80cc\u666f<\/h2>\n\n\n\n<p>\u4f20\u7edf\u9891\u7e41\u6a21\u5f0f\u6316\u6398\uff08FPM\uff09\u4f9d\u8d56\u96c6\u4e2d\u5f0f\u6570\u636e\u6536\u96c6\uff0c\u4f46\u9690\u79c1\u4fdd\u62a4\u6cd5\u89c4\u5982GDPR\u3001CCPA\u9650\u5236\u4e86\u539f\u59cb\u6570\u636e\u7684\u5171\u4eab\uff0c\u73b0\u6709\u7684\u9690\u79c1\u4fdd\u62a4\u65b9\u6cd5\u5982RAPPOR\u3001SFP\u5b58\u5728\u5c40\u9650\u6027\uff0c\u4ec5\u652f\u6301\u5355\u4e00\u6a21\u5f0f\u7c7b\u578b\u3001\u590d\u6742\u6570\u636e\u7ed3\u6784\u4e0b\u6548\u7528\u635f\u5931\u4e25\u91cd\u3002\u4f5c\u4e3a\u8054\u90a6\u5b66\u4e60\u7684\u76f8\u4f3c\u8303\u5f0f\u7684\u8054\u90a6\u5206\u6790FA\u5728FPM\u4efb\u52a1\u591a\u4e3a\u4efb\u52a1\u4e13\u7528\uff0c\u7f3a\u4e4f\u9762\u5bf9\u901a\u7528\u573a\u666f\u7684\u8ba1\u7b97\u6846\u67b6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6838\u5fc3\u521b\u65b0\u70b9<\/h2>\n\n\n\n<p>\u8bba\u6587\u63d0\u51faFedFPM\u6846\u67b6\uff0c\u662f\u7b2c\u4e00\u4e2a\u7528\u4e8e\u5404\u79cdFPM\u95ee\u9898\u7684\u7edf\u4e00FA\u6846\u67b6\uff0c\u5305\u62ec\u9891\u7e41\u9879\u3001\u9879\u96c6\u548c\u5e8f\u5217\u6316\u6398\uff0c\u901a\u8fc7\u6a21\u5757\u5316\u8bbe\u8ba1\u5b9e\u73b0\u901a\u7528\u6027\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>FedFPM\u5b9e\u73b0\u4e86\u9ad8\u6570\u636e\u6548\u7528\uff0c\u91c7\u7528\u4ea4\u4e92\u5f0f\u67e5\u8be2-\u54cd\u5e94\u673a\u5236\uff0c\u5ba2\u6237\u7aef\u4e0d\u4e0a\u4f20\u539f\u59cb\u6570\u636e\uff0c\u800c\u662f\u54cd\u5e94\u670d\u52a1\u5668\u7684\u67e5\u8be2\uff0c\u6ee1\u8db3LDP\uff0c\u5e76\u901a\u8fc7\u9ad8\u6548\u7684\u5019\u9009\u751f\u6210\u548c\u9a8c\u8bc1\u8bbe\u8ba1\u4e3a\u6bcf\u4e2a\u5355\u72ec\u7684\u5ba2\u6237\u7aef\u5e26\u6765\u4e86\u8f83\u5c0f\u7684\u901a\u4fe1\u548c\u8ba1\u7b97\u6210\u672c\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 Apriori\u539f\u7406 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(max-width: 465px) 100vw, 465px\" \/><\/figure>\n\n\n\n<p>FedFPM\u4e3b\u8981\u7528\u4e8e\u89e3\u51b3\u4e09\u79cdFPM\u4efb\u52a1\uff0c\u5206\u522b\u662f\u9891\u7e41\u9879\u6316\u6398\uff08FIM\uff09\u3001\u9891\u7e41\u9879\u96c6\u6316\u6398\uff08FIsM\uff09\u3001\u9891\u7e41\u6709\u5e8f\u5e8f\u5217\u6316\u6398\uff08FSM\uff09\u3002<br>\u6846\u67b6\u91c7\u7528\u4e86\u4e00\u4e2a\u670d\u52a1\u5668\u7aef\u548c\u5ba2\u6237\u7aef\u7684\u4ea4\u4e92\u5f0f\u67e5\u8be2-\u54cd\u5e94\u673a\u5236\uff0c\u6d41\u7a0b\u5305\u62ec\u4e94\u4e2a\u90e8\u5206\uff1a\u5019\u9009\u751f\u6210\u3001\u5019\u9009\u5206\u53d1\u3001\u5ba2\u6237\u7aef\u54cd\u5e94\u3001\u5019\u9009\u66f4\u65b0\u3001\u5019\u9009\u7b5b\u9009<\/p>\n\n\n\n<p><strong>\u5019\u9009\u751f\u6210\uff08Candidate 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height=\"70\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-4.png\" alt=\"\" class=\"wp-image-3133\"\/><\/figure>\n\n\n\n<p>b\u4e3a\u539f\u672c\u6a21\u5f0f\u7684\u7ed3\u679c\u03b7\u4e3a\u566a\u58f0\u56e0\u5b50\uff0c\u5ba2\u6237\u7aef\u5c06\u6270\u52a8\u540e\u7684\u7ed3\u6784\u8fd4\u56de\u670d\u52a1\u5668\u7aef<\/p>\n\n\n\n<p><strong>\u5019\u9009\u66f4\u65b0\uff08Profile Update\uff09<\/strong><br>\u6bcf\u4e2a\u5019\u9009\u6a21\u5f0f\u5177\u6709\u4e24\u4e2a\u5c5e\u6027\uff0ccy\u548ccn\uff0c\u670d\u52a1\u5668\u6536\u96c6\u5ba2\u6237\u7aef\u54cd\u5e94\uff0c\u8bb0\u5f55\u6bcf\u4e2a\u5019\u9009\u7684 \u201c\u662f\u201d \u8ba1\u6570\uff08cy\uff09\u548c \u201c\u5426\u201d \u8ba1\u6570\uff08cn\uff09\u3002<\/p>\n\n\n\n<p><strong>\u5019\u9009\u7b5b\u9009\uff08Candidate 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(max-width: 442px) 100vw, 442px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"436\" height=\"75\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-6.png\" alt=\"\" class=\"wp-image-3135\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-6.png 436w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-6-300x52.png 300w\" sizes=\"auto, (max-width: 436px) 100vw, 436px\" 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https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-7-300x43.png 300w\" sizes=\"auto, (max-width: 381px) 100vw, 381px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u9a8c\u53ca\u5206\u6790<\/h2>\n\n\n\n<p><strong>\u6570\u636e\u96c6\uff1a<\/strong><br>\u4f7f\u7528\u771f\u5b9e\u6570\u636e\u96c6\uff0cKosarak\u3001MovieLens\u548cMSNBC\uff0c\u5206\u522b\u7528\u4e8e\u8bc4\u4f30FedFPM\u6846\u67b6\u5728FIM\u3001FIsM\u548cFSM\u573a\u666f\u4e2d\u7684\u6027\u80fd\u3002<br><strong>\u57fa\u51c6\u9009\u62e9\uff1a<\/strong><br>RAPPOR\uff1a\u4fdd\u62a4\u5de5\u4e1a\u9690\u79c1\u7684FIM\u65b9\u6cd5\uff0c\u540c\u65f6\u91c7\u7528onehot\u7f16\u7801\u5904\u7406FIsM\u573a\u666f<br>SFP\uff1a\u4fdd\u62a4\u9690\u79c1\u7684FSM\u65b9\u6848<br><strong>\u8bc4\u4f30\u6307\u6807\uff1a<\/strong><br>F1\uff1a\u8861\u91cf\u6316\u6398\u51c6\u786e\u6027<br>Client usage\uff1a\u53c2\u4e0e\u4efb\u52a1\u5ba2\u6237\u7aef\u6570\u91cf\uff0c\u53cd\u6620\u7cfb\u7edf\u8d44\u6e90\u6d88\u8017<br>Client 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