{"id":1628,"date":"2024-11-14T15:30:31","date_gmt":"2024-11-14T07:30:31","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=1628"},"modified":"2024-11-14T18:27:33","modified_gmt":"2024-11-14T10:27:33","slug":"202411%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-mobility-prediction-via-rule-enhanced-knowledge-graph","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202411%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-mobility-prediction-via-rule-enhanced-knowledge-graph\/","title":{"rendered":"202411\u8bba\u6587\u7814\u8bfb-Mobility Prediction via Rule-Enhanced Knowledge Graph"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aQIAOHONG YU, HUANDONG WANG, YU LIU, DEPENG JIN, and YONG LI<br>\u5355\u4f4d\uff1a\u6e05\u534e\u5927\u5b66\u7535\u5b50\u5de5\u7a0b\u7cfb\uff0c\u5317\u4eac\u56fd\u5bb6\u4fe1\u606f\u79d1\u5b66\u6280\u672f\u7814\u7a76\u4e2d\u5fc3<br>\u6765\u6e90\uff1aACM Transactions on Knowledge Discovery from Data(TKDD)<br>\u53d1\u8868\u65f6\u95f4\uff1a2024\u5e7410\u6708<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u7814\u7a76\u80cc\u666f<\/h2>\n\n\n\n<p><strong>\u73b0\u6709\u6570\u636e\u9a71\u52a8\u65b9\u6cd5\u5b58\u5728\u7684\u95ee\u9898\uff1a<\/strong>\u57fa\u4e8e\u5386\u53f2\u8f68\u8ff9\u6216\u5b8c\u5168\u8fde\u63a5\u7684\u65b9\u5f0f\uff0c\u65e0\u6cd5\u6709\u6548\u6355\u6349\u8f68\u8ff9\u7684\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\uff0c\u5bfc\u81f4\u9884\u6d4b\u7cbe\u5ea6\u53d7\u9650\u3002<br><strong>\u77e5\u8bc6\u56fe\u8c31\u6280\u672f\u7684\u4f18\u52bf\uff1a<\/strong>\uff081\uff09\u63d0\u53d6\u7ed3\u6784\u5316\u77e5\u8bc6\uff1a \u4ece\u6d77\u91cf\u65f6\u7a7a\u79fb\u52a8\u6570\u636e\u4e2d\u63d0\u53d6\u7ed3\u6784\u5316\u77e5\u8bc6\uff0c\u66f4\u597d\u5730\u7406\u89e3\u548c\u5efa\u6a21\u7528\u6237\u7684\u79fb\u52a8\u884c\u4e3a\u3002\uff082\uff09\u9ad8\u6548\u7684\u63a8\u7406\u8def\u5f84\uff1a 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srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-31.png 780w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-31-300x164.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-31-768x419.png 768w\" sizes=\"auto, (max-width: 780px) 100vw, 780px\" 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"264\" height=\"126\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-32.png\" alt=\"\" class=\"wp-image-1631\"\/><\/figure>\n\n\n\n<p>\u5728\u7528\u6237\u8d85\u5e73\u9762\u4e0a\uff0c\u4f7f\u7528\u590d\u6570\u57df\u8bc4\u5206\u51fd\u6570\u8ba1\u7b97\u6bcf\u4e2a\u5173\u7cfb\u4e8b\u5b9e\u7684\u53ef\u4fe1\u5ea6\u3002\u8be5\u8bc4\u5206\u51fd\u6570\u8003\u8651\u4e86\u5b9e\u4f53\u548c\u5173\u7cfb\u7684\u6295\u5f71\u5d4c\u5165\u5411\u91cf\uff0c\u5e76\u4f7f\u7528\u591a\u7ebf\u6027\u70b9\u79ef\u6765\u8861\u91cf\u5b83\u4eec\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"641\" height=\"143\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-33.png\" alt=\"\" class=\"wp-image-1632\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-33.png 641w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-33-300x67.png 300w\" sizes=\"auto, (max-width: 641px) 100vw, 641px\" \/><\/figure>\n\n\n\n<p><strong>\u903b\u8f91\u89c4\u5219\u63d0\u53d6<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u4ece\u77e5\u8bc6\u56fe\u8c31\u4e2d\u83b7\u5f97\u53ef\u89e3\u91ca\u548c\u9690\u542b\u7684\u89c4\u5219\uff0c\u6b64\u8bba\u6587\u5229\u7528Neural LP\u81ea\u52a8\u63d0\u53d6\u903b\u8f91\u89c4\u5219\u548c\u76f8\u5e94\u7684\u7f6e\u4fe1\u5ea6\uff0c\u8fd9\u514b\u670d\u4e86\u4ee5\u5f80\u6587\u732e\u4e2d\u4f7f\u7528\u56fa\u5b9a\u89c4\u5219\u7684\u7f3a\u70b9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"789\" height=\"120\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-34.png\" alt=\"\" class=\"wp-image-1633\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-34.png 789w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-34-300x46.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-34-768x117.png 768w\" sizes=\"auto, (max-width: 789px) 100vw, 789px\" \/><\/figure>\n\n\n\n<p>1\u3001Neural LP \u901a\u8fc7\u6700\u5927\u5316\u67e5\u8be2\u7684\u5f97\u5206\u6765\u68c0\u7d22\u4e00\u4e2a\u5173\u7cfb\u4e8b\u5b9e\u7684\u6392\u540d\u5217\u8868\u3002<br>2\u3001Neural LP \u901a\u8fc7\u5b66\u4e60\u53c2\u6570\u6765\u6700\u5927\u5316\u67e5\u8be2\u5f97\u5206\uff0c\u8fd9\u4e9b\u53c2\u6570\u4ee3\u8868\u4e86\u89c4\u5219\u548c\u5173\u7cfb\u7684\u7f6e\u4fe1\u5ea6\u3002<br>3\u3001\u57fa\u4e8e\u5b66\u4e60\u5230\u7684\u89c4\u5219\u548c\u5173\u7cfb\uff0cNeural LP \u53ef\u4ee5\u9884\u6d4b\u7ed9\u5b9a\u5934\u5b9e\u4f53\u7684\u5019\u9009\u5b9e\u4f53\u7684\u5f97\u5206\u3002<br>4\u3001\u901a\u8fc7\u4f18\u5316\u53c2\u6570\uff0cNeural LP 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