ISART: A Generic Framework for Searching Books with Social Information
Yin, Xu-Cheng1; Zhang, Bo-Wen1; Cui, Xiao-Ping1; Qu, Jiao1; Geng, Bin1; Zhou, Fang1; Song, Li2; Hao, Hong-Wei2
2016-02-10
发表期刊PLOS ONE
卷号11期号:2
文章类型Article
摘要Effective book search has been discussed for decades and is still future-proof in areas as diverse as computer science, informatics, e-commerce and even culture and arts. A variety of social information contents (e.g, ratings, tags and reviews) emerge with the huge number of books on the Web, but how they are utilized for searching and finding books is seldom investigated. Here we develop an Integrated Search And Recommendation Technology (ISART), which breaks new ground by providing a generic framework for searching books with rich social information. ISART comprises a search engine to rank books with book contents and professional metadata, a Generalized Content-based Filtering model to thereafter rerank books with user-generated social contents, and a learning-to-rank technique to finally combine a wide range of diverse reranking results. Experiments show that this technology permits embedding social information to promote book search effectiveness, and ISART, by making use of it, has the best performance on CLEF/INEX Social Book Search Evaluation datasets of all 4 years (from 2011 to 2014), compared with some other state-ofthe- art methods.
WOS标题词Science & Technology
DOI10.1371/journal.pone.0148479
关键词[WOS]RETRIEVAL
收录类别SCI
语种英语
项目资助者National Natural Science Foundation of China(61175020 ; 61473036)
WOS研究方向Science & Technology - Other Topics
WOS类目Multidisciplinary Sciences
WOS记录号WOS:000370046600077
引用统计
被引频次:1[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/11361
专题数字内容技术与服务研究中心_听觉模型与认知计算
作者单位1.Univ Sci & Technol Beijing, Dept Comp Sci & Technol, Sch Comp & Commun Engn, Beijing 100083, Peoples R China
2.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
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Yin, Xu-Cheng,Zhang, Bo-Wen,Cui, Xiao-Ping,et al. ISART: A Generic Framework for Searching Books with Social Information[J]. PLOS ONE,2016,11(2).
APA Yin, Xu-Cheng.,Zhang, Bo-Wen.,Cui, Xiao-Ping.,Qu, Jiao.,Geng, Bin.,...&Hao, Hong-Wei.(2016).ISART: A Generic Framework for Searching Books with Social Information.PLOS ONE,11(2).
MLA Yin, Xu-Cheng,et al."ISART: A Generic Framework for Searching Books with Social Information".PLOS ONE 11.2(2016).
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