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ÂÛÎÄÌâÄ¿£ºA Stable-Matching-Based User Linking Method with User Preference Order
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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
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
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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.
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ͨѶ×÷ÕßµØÖ·: Liu, Y (ͨѶ×÷Õß)
              China State Key Lab Math Engn & Adv Comp, Zhengzhou 450002, Peoples R China.
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              [ 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
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HINDAWI LTD, ADAM HOUSE, 3RD FLR, 1 FITZROY SQ, LONDON, WIT 5HE, ENGLAND
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Ñо¿·½Ïò:Engineering; Mathematics
Web of Science Àà±ð:Engineering, Multidisciplinary; Mathematics, Interdisciplinary Applications
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ÎÄÏ×ÀàÐÍ:Article
ÓïÖÖ:English
Èë²ØºÅ: WOS:000398476600001
ISSN: 1024-123X
eISSN: 1563-5147
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IDS ºÅ: ER0KK
Web of Science ºËÐĺϼ¯ÖÐµÄ "ÒýÓõIJο¼ÎÄÏ×": 27
Web of Science ºËÐĺϼ¯ÖÐµÄ "±»ÒýƵ´Î": 0
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2Â¥2017-05-13 14:23:52
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2Â¥: Originally posted by lzg020716 at 2017-05-13 14:23:52
A Stable-Matching-Based User Linking Method with User Preference Order
×÷Õß:Wang, XZ (Wang, Xuzhong) ; Liu, Y (Liu, Yan) ; Nan, Y (Nan, Yu)
MATHEMATICAL PROBLEMS IN ENGINEERING
ÎÄÏ׺Å: 3247627
DO ...

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3Â¥2017-05-13 14:25:53
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lzg020716

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ÒýÓûØÌû:
3Â¥: Originally posted by ÌǺù«ß÷ß÷ at 2017-05-13 14:25:53
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sunshan4379: ½ð±Ò+2, ¸Ðл»ý¼«Ó¦Öú£¡ 2017-05-14 15:10:23
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4Â¥: Originally posted by lzg020716 at 2017-05-13 20:17:18
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