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【答案】应助回帖
★ ★ ★ ★ ★ ★ ★ ★ ★ ★ ★ ★ ★ ★ ★ ★ ★ ★ ★ ★
感谢参与，应助指数 +1
糖葫芦喵喵: 金币+20, ★★★★★最佳答案 2017-05-13 14:28:06
sunshan4379: LS-EPI+1, 感谢应助！ 2017-05-14 15:09:47
A Stable-Matching-Based User Linking Method with User Preference Order
作者:Wang, XZ (Wang, Xuzhong)[ 1 ] ; Liu, Y (Liu, Yan)[ 1 ] ; Nan, Y (Nan, Yu)[ 1 ]
MATHEMATICAL PROBLEMS IN ENGINEERING
文献号: 3247627
DOI: 10.1155/2017/3247627
出版年: 2017
查看期刊信息
摘要
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.
作者信息
通讯作者地址: Liu, Y (通讯作者)
China State Key Lab Math Engn & Adv Comp, Zhengzhou 450002, Peoples R China.
地址:
[ 1 ] China State Key Lab Math Engn & Adv Comp, Zhengzhou 450002, Peoples R China
电子邮件地址:ms_liuyan@aliyun.com
基金资助致谢
基金资助机构 授权号
National Natural Science Foundation of China
61309007
U1636219
National Key Research and Development Program of China
2016YFB0801303
查看基金资助信息
出版商
HINDAWI LTD, ADAM HOUSE, 3RD FLR, 1 FITZROY SQ, LONDON, WIT 5HE, ENGLAND
类别 / 分类
研究方向:Engineering; Mathematics
Web of Science 类别:Engineering, Multidisciplinary; Mathematics, Interdisciplinary Applications
文献信息
文献类型:Article
语种:English
入藏号: WOS:000398476600001
ISSN: 1024-123X
eISSN: 1563-5147
期刊信息
目录： Current Contents Connect®
其他信息
IDS 号: ER0KK
Web of Science 核心合集中的 "引用的参考文献": 27
Web of Science 核心合集中的 "被引频次": 0 |
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