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An angle-based interest model for text recommendation
Xu, Bei1; Hai Zhuge
2016-11-01
发表期刊FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE
ISSN0167-739X
卷号64页码:211-226
摘要Building an interest model is the key to realize personalized text recommendation. Previous interest models neglect the fact that a user may have multiple angles of interest. Different angles of interest provide different requests and criteria for text recommendation. This paper proposes an interest model that consists of two kinds of angles: persistence and pattern, which can be combined to form complex angles. The model uses a new method to represent the long-term interest and the short-term interest, and distinguishes the interest in object and the interest in the link structure of objects. Experiments with news-scale text data show that the interest in object and the interest in link structure have real requirements, and it is effective to recommend texts according to the angles. (C) 2016 Elsevier B.V. All rights reserved.
关键词Text recommendation Interest model Multi-angle interest
DOI10.1016/j.future.2016.04.011
收录类别SCI
语种英语
资助项目Science Foundation of Jiangsu[BK20140895] ; Nanjing University of Posts and Telecommunications[NY215119] ; Nanjing University of Posts and Telecommunications[NY213032] ; Nanjing University of Posts and Telecommunications[NY212003]
WOS研究方向Computer Science
WOS类目Computer Science, Theory & Methods
WOS记录号WOS:000381843200019
出版者ELSEVIER SCIENCE BV
引用统计
被引频次:8[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/8234
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Xu, Bei
作者单位1.Nanjing Univ Posts & Telecommun, Inst Cyber Phys Social Intelligence, Nanjing, Jiangsu, Peoples R China
2.Aston Univ, Birmingham B4 7ET, W Midlands, England
3.Chinese Acad Sci, Key Lab Intelligent Informat Proc, Beijing, Peoples R China
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Xu, Bei,Hai Zhuge. An angle-based interest model for text recommendation[J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE,2016,64:211-226.
APA Xu, Bei,&Hai Zhuge.(2016).An angle-based interest model for text recommendation.FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE,64,211-226.
MLA Xu, Bei,et al."An angle-based interest model for text recommendation".FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE 64(2016):211-226.
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