Institute of Computing Technology, Chinese Academy IR
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 |
ISSN | 0167-739X |
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 |
DOI | 10.1016/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 | |
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 |
推荐引用方式 GB/T 7714 | 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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