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ÒªÒ»¸ö½ØÍ¼¾ÍÐÐÁË£¬Ð»Ð»´ó¼Ò ÂÛÎÄÌâÄ¿£ºA Stable-Matching-Based User Linking Method with User Preference Order ÆÚ¿¯£ºMATHEMATICAL PROBLEMS IN ENGINEERING |
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lzg020716
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sunshan4379: LS-EPI+1, ¸ÐлӦÖú£¡ 2017-05-14 15:09:47
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ÌǺù«ß÷ß÷: ½ð±Ò+20, ¡ï¡ï¡ï¡ï¡ï×î¼Ñ´ð°¸ 2017-05-13 14:28:06
sunshan4379: LS-EPI+1, ¸ÐлӦÖú£¡ 2017-05-14 15:09:47
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A Stable-Matching-Based User Linking Method with User Preference Order ×÷Õß:Wang, XZ (Wang, Xuzhong)[ 1 ] ; Liu, Y (Liu, Yan)[ 1 ] ; Nan, Y (Nan, Yu)[ 1 ] MATHEMATICAL PROBLEMS IN ENGINEERING ÎÄÏ׺Å: 3247627 DOI: 10.1155/2017/3247627 ³ö°æÄê: 2017 ²é¿´ÆÚ¿¯ÐÅÏ¢ ÕªÒª With the development of social networks, more and more users choose to use multiple accounts from different networks to meet their needs. Linking a particular user's multiple accounts not only can improve user's experience of the net-services such as recommender system, but also plays a significant role in network security. However, multiple accounts of the same user are often not directly linked to each other, and further, the privacy policy provided by the service provider makes it harder to find accounts for a particular user. In this paper, we propose a stable-matching-based method with user preference order for the problem of low accuracy of user linking in cross-media sparse data. Different from the traditional way which just calculates the similarity of accounts, we take full account of the mutual influence among multiple accounts by regarding different networks as bilateral (multilateral) market and user linking as a stable matching problem in such a market. Based on the combination of Game-Theoretic Machine Learning and Pairwise, a novel user linking method has been proposed. The experiment shows that our method has a 21.6% improvement in accuracy compared with the traditional linking method and a further increase of about 7.8% after adding the prior knowledge. ×÷ÕßÐÅÏ¢ ͨѶ×÷ÕßµØÖ·: Liu, Y (ͨѶ×÷Õß) China State Key Lab Math Engn & Adv Comp, Zhengzhou 450002, Peoples R China. µØÖ·: [ 1 ] China State Key Lab Math Engn & Adv Comp, Zhengzhou 450002, Peoples R China µç×ÓÓʼþµØÖ·:ms_liuyan@aliyun.com »ù½ð×ÊÖúÖÂл »ù½ð×ÊÖú»ú¹¹ ÊÚȨºÅ National Natural Science Foundation of China 61309007 U1636219 National Key Research and Development Program of China 2016YFB0801303 ²é¿´»ù½ð×ÊÖúÐÅÏ¢ ³ö°æÉÌ HINDAWI LTD, ADAM HOUSE, 3RD FLR, 1 FITZROY SQ, LONDON, WIT 5HE, ENGLAND Àà±ð / ·ÖÀà Ñо¿·½Ïò:Engineering; Mathematics Web of Science Àà±ð:Engineering, Multidisciplinary; Mathematics, Interdisciplinary Applications ÎÄÏ×ÐÅÏ¢ ÎÄÏ×ÀàÐÍ:Article ÓïÖÖ:English Èë²ØºÅ: WOS:000398476600001 ISSN: 1024-123X eISSN: 1563-5147 ÆÚ¿¯ÐÅÏ¢ Ŀ¼£º Current Contents Connect® ÆäËûÐÅÏ¢ IDS ºÅ: ER0KK Web of Science ºËÐĺϼ¯ÖÐµÄ "ÒýÓõIJο¼ÎÄÏ×": 27 Web of Science ºËÐĺϼ¯ÖÐµÄ "±»ÒýƵ´Î": 0 |

2Â¥2017-05-13 14:23:52
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3Â¥2017-05-13 14:25:53
lzg020716
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4Â¥2017-05-13 20:17:18
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5Â¥2017-05-13 22:26:47













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