CASIA OpenIR  > 数字内容技术与服务研究中心  > 听觉模型与认知计算
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
Source PublicationPLOS ONE
2016-02-10
Volume11Issue:2
SubtypeArticle
AbstractEffective 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 HeadingsScience & Technology
DOI10.1371/journal.pone.0148479
WOS KeywordRETRIEVAL
Indexed BySCI
Language英语
Funding OrganizationNational Natural Science Foundation of China(61175020 ; 61473036)
WOS Research AreaScience & Technology - Other Topics
WOS SubjectMultidisciplinary Sciences
WOS IDWOS:000370046600077
Citation statistics
Cited Times:5[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/11361
Collection数字内容技术与服务研究中心_听觉模型与认知计算
Affiliation1.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
Recommended Citation
GB/T 7714
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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