{"id":3392,"date":"2025-06-15T18:59:22","date_gmt":"2025-06-15T10:59:22","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=3392"},"modified":"2025-06-15T18:59:22","modified_gmt":"2025-06-15T10:59:22","slug":"202506%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-a-guided-fp-growth-algorithm-for-mining-multitude-targeted-item-sets-and-class-association-rules-in-imbalanced-data","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202506%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-a-guided-fp-growth-algorithm-for-mining-multitude-targeted-item-sets-and-class-association-rules-in-imbalanced-data\/","title":{"rendered":"202506\u8bba\u6587\u7814\u8bfb-A guided FP-Growth algorithm for mining multitude-targeted item-sets and class association rules in imbalanced data"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aLior Shabtay,Philippe Fournier-Viger,Rami Yaari,Itai Dattner<\/p>\n\n\n\n<p>\u53d1\u8868\u671f\u520a\uff1aInformation Sciences<\/p>\n\n\n\n<p>\u53d1\u8868\u65e5\u671f\uff1a2021\u5e74<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u80cc\u666f<\/h2>\n\n\n\n<p><strong>\u9891\u7e41\u9879\u76ee\u96c6\u6316\u6398\u7684\u91cd\u8981\u6027\u4e0e\u5c40\u9650\u6027<\/strong><br>\u4f20\u7edf\u7b97\u6cd5\uff08Apriori\u3001Eclat\u3001FP-Growth\uff09\u8bbe\u8ba1\u76ee\u6807\u662f\u53d1\u73b0\u6240\u6709\u9891\u7e41\u9879\u76ee\u96c6\uff0c\u4f46\u5b9e\u9645\u5e94\u7528\u4e2d\u7528\u6237\u5f80\u5f80\u53ea\u5173\u5fc3\u7279\u5b9a\u5b50\u96c6\u3002<br>\u73b0\u6709\u7b97\u6cd5\u5728\u5927\u578b\u6216\u5bc6\u96c6\u6570\u636e\u96c6\u4e0a\u5904\u7406\u65f6\u95f4\u957f\uff0c\u53ef\u80fd\u53d1\u73b0\u6570\u5343\u4e2a\u9879\u76ee\u96c6\u4f46\u7528\u6237\u4ec5\u9700\u5c11\u91cf\u7ed3\u679c\u3002<br><strong>\u76ee\u6807\u5bfc\u5411\u6316\u6398\u9700\u6c42\u7684\u5174\u8d77<\/strong><br>\u7528\u6237\u9700\u6c42\u4ece&#8221;\u6316\u6398\u6240\u6709\u6a21\u5f0f&#8221;\u8f6c\u5411&#8221;\u6316\u6398\u7279\u5b9a\u76ee\u6807\u6a21\u5f0f&#8221;\uff0c\u73b0\u6709\u76ee\u6807\u6316\u6398\u65b9\u6cd5\u5b58\u5728\u6027\u80fd\u74f6\u9888\uff0c\u9700\u8981\u66f4\u9ad8\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002<br><strong>\u4e0d\u5e73\u8861\u6570\u636e\u5904\u7406\u7684\u6311\u6218<\/strong><br>\u4f20\u7edf\u7c7b\u5173\u8054\u89c4\u5219\u6316\u6398\u7b97\u6cd5\u5728\u5904\u7406\u4e0d\u5e73\u8861\u6570\u636e\u65f6\u9700\u8981\u8bbe\u7f6e\u6781\u4f4e\u7684\u6700\u5c0f\u652f\u6301\u5ea6\uff0c\u5bfc\u81f4\u6027\u80fd\u6025\u5267\u4e0b\u964d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u521b\u65b0\u70b9<\/h2>\n\n\n\n<p><strong>\u7406\u8bba\u8d21\u732e<\/strong><br>\u9996\u6b21\u63d0\u51fa\u76ee\u6807\u5bfc\u5411\u7684\u9891\u7e41\u6a21\u5f0f\u6316\u6398\u7406\u8bba\u6846\u67b6\uff0c\u7a81\u7834\u4f20\u7edf&#8221;\u5168\u91cf\u641c\u7d22&#8221;\u5c40\u9650<br>\u521b\u65b0TIS-tree\u6570\u636e\u7ed3\u6784\uff0c\u4e3a\u7cbe\u51c6\u6570\u636e\u6316\u6398\u63d0\u4f9b\u65b0\u7684\u7b97\u6cd5\u57fa\u7840<br><strong>\u6280\u672f\u7a81\u7834<\/strong><br>\u89e3\u51b3\u4e0d\u5e73\u8861\u6570\u636e\u4e2d\u5c11\u6570\u7c7b\u89c4\u5219\u6316\u6398\u7684\u6548\u7387\u74f6\u9888<br>\u5b9e\u73b0\u5185\u5b58\u51cf\u5c1130-40\u500d\u3001\u65f6\u95f4\u51cf\u5c11100\u500d\u7684\u663e\u8457\u6027\u80fd\u63d0\u5347<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001GFP-Growth\u7b97\u6cd5<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"696\" height=\"224\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/1.png\" alt=\"\" class=\"wp-image-3404\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/1.png 696w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/1-300x97.png 300w\" sizes=\"auto, (max-width: 696px) 100vw, 696px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"729\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.21.30-1024x729.png\" alt=\"\" class=\"wp-image-3405\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.21.30-1024x729.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.21.30-300x213.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.21.30-768x546.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.21.30.png 1158w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>(A) FP-tree: \u6839\u636e\u793a\u4f8b\u6570\u636e\u6784\u5efa\u7684\u6807\u51c6FP-tree\u7ed3\u6784<br>(B) \u8f93\u5165TIS-tree: \u5b58\u50a8\u7528\u6237\u6307\u5b9a\u7684\u76ee\u6807\u9879\u76ee\u96c6{f}\u3001{m}\u3001{b}\u3001{c}\u3001{m,f}<br>(C) \u8f93\u51faTIS-tree: \u6267\u884c\u7b97\u6cd5\u540e\u6bcf\u4e2a\u76ee\u6807\u9879\u76ee\u96c6\u6807\u6ce8\u4e86\u652f\u6301\u5ea6\u8ba1\u6570(g-count)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001MRA\u7b97\u6cd5\u7684FP-tree\u6784\u5efa<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"696\" height=\"282\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/2.png\" alt=\"\" class=\"wp-image-3406\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/2.png 696w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/2-300x122.png 300w\" sizes=\"auto, (max-width: 696px) 100vw, 696px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"635\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.21.50-1024x635.png\" alt=\"\" class=\"wp-image-3407\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.21.50-1024x635.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.21.50-300x186.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.21.50-768x476.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.21.50.png 1158w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>(A) FP0: \u591a\u6570\u7c7b(\u7c7b0)\u6570\u636e\u6784\u5efa\u7684FP-tree\uff0c\u7ed3\u6784\u590d\u6742<br>(B) FP1: \u5c11\u6570\u7c7b(\u7c7b1)\u6570\u636e\u6784\u5efa\u7684FP-tree\uff0c\u7ed3\u6784\u7b80\u5355<br>\u4f5c\u7528: \u5206\u522b\u5904\u7406\u4e0d\u5e73\u8861\u6570\u636e\u7684\u4e24\u4e2a\u7c7b\u522b<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001TIS-tree\u7684\u6784\u5efa\u548c\u66f4\u65b0\u8fc7\u7a0b<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"696\" height=\"910\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.28.59.png\" alt=\"\" class=\"wp-image-3408\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.28.59.png 696w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.28.59-229x300.png 229w\" sizes=\"auto, (max-width: 696px) 100vw, 696px\" \/><\/figure>\n\n\n\n<p>(A) \u8f93\u5165TIS-tree: \u4ece\u5c11\u6570\u7c7bFP1\u4e2d\u63d0\u53d6\u7684\u9891\u7e41\u9879\u76ee\u96c6<br>(B) \u8f93\u51faTIS-tree: \u7528GFP-Growth\u5904\u7406\u591a\u6570\u7c7b\u540e\uff0c\u6807\u6ce8\u4e86\u6700\u7ec8\u8ba1\u6570\u503c<br>\u76ee\u7684: \u5c55\u793aMRA\u7b97\u6cd5\u7684\u5b8c\u6574\u5904\u7406\u8fc7\u7a0b<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001\u5b9e\u9a8c\u4ee5\u53ca\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n<p>\u5b9e\u9a8c\u5206\u4e3a\u4e09\u4e2a\u5c42\u6b21\u7684\u9a8c\u8bc1\uff1a<br>\u6a21\u62df\u6570\u636e\u5b9e\u9a8c\uff1a\u63a7\u5236\u53d8\u91cf\u9a8c\u8bc1\u7b97\u6cd5\u57fa\u672c\u6027\u80fd<br>\u771f\u5b9e\u6570\u636e\u5b9e\u9a8c\uff1a\u9a8c\u8bc1\u7b97\u6cd5\u5728\u5b9e\u9645\u573a\u666f\u4e2d\u7684\u8868\u73b0<br>\u5bf9\u6bd4\u5b9e\u9a8c\uff1a\u4e0e\u73b0\u6709\u5148\u8fdb\u7b97\u6cd5\u7684\u6027\u80fd\u6bd4\u8f83<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"786\" height=\"276\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.37.14.png\" alt=\"\" class=\"wp-image-3397\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.37.14.png 786w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.37.14-300x105.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.37.14-768x270.png 768w\" sizes=\"auto, (max-width: 786px) 100vw, 786px\" \/><\/figure>\n\n\n\n<p><strong>\u6a21\u62df\u6570\u636e\u6027\u80fd\u5bf9\u6bd4<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"887\" height=\"1024\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.30.17-887x1024.png\" alt=\"\" class=\"wp-image-3398\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.30.17-887x1024.png 887w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.30.17-260x300.png 260w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.30.17-768x887.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.30.17.png 1098w\" sizes=\"auto, (max-width: 887px) 100vw, 887px\" \/><\/figure>\n\n\n\n<p>(A) \u76ee\u6807\u7c7b\u89c4\u5219\u9879\u6570\u91cf\uff1a<br>\u7ed3\u679c\uff1a\u968f\u7740\u4e8b\u52a1\u6570\u589e\u52a0\uff0c\u751f\u6210\u89c4\u5219\u6570\u91cf\u51cf\u5c11<br>\u8d8b\u52bf\uff1a1000\u9879\u76ee\u6570\u636e\u96c6\u751f\u6210\u89c4\u5219\u6700\u591a\uff0c500\u9879\u76ee\u6700\u5c11<br>(B) \u5185\u5b58\u4f7f\u7528\u6bd4\u7387\uff1a<br>\u7ed3\u679c\uff1aMRA\u5185\u5b58\u4f7f\u7528\u6bd4FP-Growth\u51cf\u5c1130-40\u500d<br>\u8d8b\u52bf\uff1a\u9879\u76ee\u6570\u8d8a\u591a\uff0cMRA\u7684\u5185\u5b58\u4f18\u52bf\u8d8a\u660e\u663e<br>(C) \u8fd0\u884c\u65f6\u95f4\u6bd4\u7387\uff1a<br>\u8d8b\u52bf\uff1a\u6570\u636e\u89c4\u6a21\u8d8a\u5927\uff0c\u65f6\u95f4\u4f18\u52bf\u8d8a\u663e\u8457<\/p>\n\n\n\n<p><strong>\u771f\u5b9e\u6570\u636e\u6027\u80fd\u5bf9\u6bd4(Chainstore\u6570\u636e\u96c6)<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"887\" height=\"1024\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.30.23-887x1024.png\" alt=\"\" class=\"wp-image-3399\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.30.23-887x1024.png 887w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.30.23-260x300.png 260w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.30.23-768x887.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.30.23.png 1098w\" sizes=\"auto, (max-width: 887px) 100vw, 887px\" \/><\/figure>\n\n\n\n<p>(A) \u76ee\u6807\u7c7b\u89c4\u5219\u9879\u6570\u91cf\uff1a<br>\u8d8b\u52bf\uff1a\u652f\u6301\u5ea6\u964d\u4f4e\u65f6\uff0c\u89c4\u5219\u6570\u91cf\u5448\u6307\u6570\u589e\u957f<br>\u9a8c\u8bc1\uff1a\u4e24\u7b97\u6cd5\u751f\u6210\u76f8\u540c\u6570\u91cf\u89c4\u5219\uff0c\u4fdd\u8bc1\u7ed3\u679c\u4e00\u81f4\u6027<br>(B) \u5185\u5b58\u4f7f\u7528\u6bd4\u7387\uff1a<br>\u9891\u7387\u5f71\u54cd\uff1a\u76ee\u6807\u9879\u76ee\u9891\u7387\u8d8a\u4f4e\uff0c\u5185\u5b58\u4f18\u52bf\u8d8a\u660e\u663e<br>\u7a33\u5b9a\u6027\uff1a\u5728\u4e0d\u540c\u652f\u6301\u5ea6\u4e0b\u90fd\u4fdd\u6301\u663e\u8457\u4f18\u52bf<br>(C) \u8fd0\u884c\u65f6\u95f4\u6bd4\u7387\uff1a<br>\u5173\u952e\u53d1\u73b0\uff1aFP-Growth\u8fd0\u884c\u65f6\u95f4\u968f\u652f\u6301\u5ea6\u964d\u4f4e\u5448\u6307\u6570\u589e\u957f<\/p>\n\n\n\n<p><strong>Lymph\u6570\u636e\u96c6\u7b97\u6cd5\u6bd4\u8f83<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"947\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.30.42-1024x947.png\" alt=\"\" class=\"wp-image-3401\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.30.42-1024x947.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.30.42-300x277.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.30.42-768x710.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.30.42.png 1034w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6027\u80fd\u6bd4\u8f83\uff1a<br>\u5c11\u6570\u7c7b\uff08\u7c7b1\u30014\uff09\uff1aMRA\u8fd0\u884c\u65f6\u95f4\u63a5\u8fd10\uff0c\u4e0eConstraint CAR-Miner\u76f8\u5f53<br>\u591a\u6570\u7c7b\uff08\u7c7b2\u30013\uff09\uff1aMRA\u6bd4\u4e24\u4e2a\u5bf9\u6bd4\u7b97\u6cd5\u90fd\u66f4\u5feb<br>\u591a\u7c7b\u67e5\u8be2\uff1aMRA\u5728\u7ec4\u5408\u67e5\u8be2\u4e2d\u4fdd\u6301\u6700\u4f73\u6027\u80fd<br>\u6574\u4f53\u4f18\u52bf\uff1a\u5728\u6240\u6709\u6d4b\u8bd5\u573a\u666f\u4e2dMRA\u90fd\u8868\u73b0\u6700\u4f18\u6216\u76f8\u5f53<\/p>\n\n\n\n<p><strong>German\u6570\u636e\u96c6\u7b97\u6cd5\u6bd4\u8f83<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"596\" height=\"1024\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.30.57-596x1024.png\" alt=\"\" class=\"wp-image-3402\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.30.57-596x1024.png 596w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.30.57-175x300.png 175w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u622a\u5c4f2025-06-15-18.30.57.png 622w\" sizes=\"auto, (max-width: 596px) 100vw, 596px\" \/><\/figure>\n\n\n\n<p>(A) \u5355\u7c7b\u6027\u80fd\u6bd4\u8f83\uff1a<br>Class-0\uff1aMRA\u6027\u80fd\u6700\u4f18<br>Class-1\uff1aMRA\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u7b97\u6cd5<br>\u4e00\u81f4\u6027\uff1a\u5728\u4e24\u4e2a\u7c7b\u522b\u4e0a\u90fd\u4fdd\u6301\u4f18\u52bf<br>(B) \u652f\u6301\u5ea6\u654f\u611f\u6027\u5206\u6790\uff1a<br>\u5173\u952e\u53d1\u73b0\uff1a\u5176\u4ed6\u7b97\u6cd5\u65f6\u95f4\u590d\u6742\u5ea6\u968f\u652f\u6301\u5ea6\u964d\u4f4e\u5448\u6307\u6570\u589e\u957f<br>MRA\u7a33\u5b9a\u6027\uff1a\u6027\u80fd\u66f2\u7ebf\u76f8\u5bf9\u5e73\u7f13\uff0c\u53d7\u652f\u6301\u5ea6\u5f71\u54cd\u5c0f<br>\u5b9e\u7528\u6027\uff1a\u5728\u5b9e\u9645\u5e94\u7528\u7684\u4f4e\u652f\u6301\u5ea6\u573a\u666f\u4e0b\u4f18\u52bf\u7a81\u51fa<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e03\u3001\u603b\u7ed3<\/h2>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u63d0\u51faGFP-Growth\u7b97\u6cd5\uff08\u5f15\u5bfcFP-Growth\uff09\u548c\u5c11\u6570\u7c7b\u62a5\u544a\u7b97\u6cd5\uff08MRA\uff09\uff1a\u5f15\u5165TIS-tree\uff08\u76ee\u6807\u9879\u76ee\u96c6\u6811\uff09\u6570\u636e\u7ed3\u6784\uff0c\u53ea\u9488\u5bf9\u7528\u6237\u611f\u5174\u8da3\u7684\u9879\u76ee\u96c6\u8fdb\u884c\u6316\u6398\uff1b\u901a\u8fc7\u5206\u522b\u6784\u5efa\u5c11\u6570\u7c7b\u548c\u591a\u6570\u7c7b\u7684FP-tree\uff0c\u4f18\u5316\u4e0d\u5e73\u8861\u6570\u636e\u5904\u7406\u3002<br>\u5728\u6a21\u62df\u548c\u771f\u5b9e\u6570\u636e\u96c6\u4e0a\u9a8c\u8bc1\u6027\u80fd\uff1a\u5185\u5b58\u4f7f\u7528\u51cf\u5c1130-40\u500d\uff1b\u8fd0\u884c\u65f6\u95f4\u51cf\u5c11\u9ad8\u8fbe100\u500d\uff1b\u5728\u4e0d\u5e73\u8861\u6570\u636e\u573a\u666f\u4e0b\u76f8\u6bd4\u4f20\u7edf\u7b97\u6cd5\u6709\u663e\u8457\u4f18\u52bf\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1aLior Shabtay,Philippe Fournier-Viger,Rami Yaari,Itai [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3392","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3392","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=3392"}],"version-history":[{"count":7,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3392\/revisions"}],"predecessor-version":[{"id":3409,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3392\/revisions\/3409"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=3392"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=3392"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=3392"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}