Abstract
Social Book Search is a new area of social search. In the modern world everything is going to be amenable due to the web and social media. The web and social media give us access to a wealth of information, not only different in quantity but also in character. Traditional descriptions from professionals are now supplemented with user generated content. Although books have been the predominant source of information for centuries, the way we acquire, share, and publish information has changed and has been changing in fundamental ways due to the web. In the modern era, in order to purchase a book, the users are not only depend on the title, author name, publisher etc of the book available as controlled metadata but also on other aspects which include the reviews, editorial reviews etc available in different social media. Our primary focus in this survey is to describe the features of different social cataloging book sites as well as their recommendation based on books. How the online searching of books is useful to the user and up to what extent, and what are their aim are some of the issues we shall deal with. We will also discuss evolution of those techniques for Social Book Search presented over years at the Initiative for the Evaluation of XML Retrieval (INEX) and Conference and Labs of the Evaluation Forum (CLEF). To what extent the features and functionality of a social sharing platform influence the user behavior, is also discussed in the paper. This survey provides an overview of research done in the area of Social Book Search from perspective of Information Retrieval.
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References
Amati G, Van Rijsbergen CJ (2002) Probabilistic models of information retrieval based on measuring the divergence from randomness. ACM Trans Inf Syst 20(4):357–389
Beckers T, Fuhr N, Pharo N, Nordlie R, Fachry KN (2010) Overview and results of the INEX 2009 Interactive Track. In: International conference on theory and practice of digital libraries. Springer, pp 409–412
Benkoussas C, Bellot P (2013) Book recommendation based on social information. In: CLEF (working notes)
Benkoussas C, Hamdan H, Albitar S, Ollagnier A, Bellot P (2014) Collaborative filtering for book recommendation. In: CLEF (working notes), pp 501–507
Benkoussas C, Ollagnier A, Bellot P (2015) Book recommendation using information retrieval methods and graph analysis. In: Working notes of CLEF 2015 - conference and labs of the evaluation forum, Toulouse, France, 8–11 September 2015
Bogers T, Larsen B (2012) RSLIS at INEX 2012: Social Book Search Track. In: INEX, vol 12, pp 97–108
Bogers T, Larsen B (2013) Rslis at INEX 2013: Social Book Search Track. In: Working notes for CLEF 2013 conference, Valencia, Spain, 23–26 September 2013
Bogers T, Christensen KW, Larsen B (2011) RSLIS at INEX 2011: Social Book Search Track. In: International workshop of the INitiative for the Evaluation of XML retrieval. Springer, pp 45–56
Bonnefoy L, Deveaud R, Bellot P (2012) Do social information help book search? In: INEX 2012 proceedings, p 109
Chaa M, Nouali O (2015) CERIST at INEX 2015: Social Book Search Track. Technical report, CERIST. In: Working notes of CLEF 2015 - conference and labs of theevaluation forum, Toulouse, France, 8–11 September 2015
Chu W, Park ST (2009) Personalized recommendation on dynamic content using predictive bilinear models. In: Proceedings of the 18th international conference on world wide web. ACM, pp 691–700
Deveaud R, SanJuan E, Bellot P (2011) Social recommendation and external resources for book search. In: International workshop of the INitiative for the Evaluation of XML retrieval. Springer, pp 68–79
DeZelar-Tiedman C (2008) Doing the LibraryThing in an academic library catalog. Universitätsverlag Göttingen. In: Proceedings of the 2008 international conference on dublin core and metadata applications, DC 2008, Berlin, Germany, 22–26 September 2008, pp 211
Feng SH, Zhang BW, Jin ZX, Yin XC, Jin JL, Wu JW, Zhang LL, Pan HJ, Fang F, Zhou F (2016) USTB at social book search 2016 suggestion task: active books set and reranking. In: Working notes of CLEF 2016 - conference and labs of the evaluation forum, Evora, Portugal, 5–8 September 2016, pp 1089–1096
Fuhr N, Kamps J, Lalmas M, Malik S, Trotman A (2007) Overview of the INEX 2007 Ad Hoc Track. In: International workshop of the INitiative for the Evaluation of XML retrieval. Springer, pp 1–23
Gäde M, Hall M, Huurdeman H, Kamps J, Koolen M, Skov M, Toms E, Walsh D (2015) Overview of the SBS 2015 Interactive Track. In: Working notes of CLEF 2015 - conference and labs of the evaluation forum, Toulouse, France, 8–11 September 2015
Ganguly D, Leveling J, Jones GJ (2012) Topical relevance model. In: AIRS. Springer, pp 326–335
Goldberg Y, Levy O (2014) word2vec explained: deriving Mikolov et al.’s negative-sampling word-embedding method. ArXiv preprint arXiv:1402.3722
Goldberg D, Nichols D, Oki BM, Terry D (1992) Using collaborative filtering to weave an information tapestry. Commun ACM 35(12):61–70
Hafsi M, Géry M, Beigbeder M (2014) LaHC at INEX 2014: Social Book Search Track. In: Working notes for CLEF 2014 conference, Sheffield, UK, 15–18 September 2014, pp 514-520
Hall M, Huurdemann H, Skov M, Walsh D et al (2014) Overview of the INEX 2014 Interactive Social Book Search Track. In: Working notes for CLEF 2014 conference, Sheffield, UK, 15–18 September 2014, pp 480–493
Hill W, Stead L, Rosenstein M, Furnas G (1995) Recommending and evaluating choices in a virtual community of use. In: Proceedings of the SIGCHI conference on human factors in computing systems. ACM Press/Addison-Wesley Publishing, pp 194–201
Huurdeman H, Kamps J, Koolen M, Van Wees J (2012) Using collaborative filtering in social book search. In: INEX 2012 proceedings, p 125
Imhof M (2016) BM25 for non-textual modalities in social book search. In: Working notes of CLEF 2016 - conference and labs of the evaluation forum, Evora, Portugal, 5–8 September 2016, pp 1123–1129
Imhof M, Badache I, Boughanem M (2015) Multimodal social book search. In: Working notes of CLEF 2015 - conference and labs of the evaluation nforum, Toulouse, France, 8–11 September 2015
Kazai G (2004) Report of the INEX 2003 Metrics Working Group. In: Proceedings of the 2nd workshop of the INitiative for the Evaluation of XML retrieval (INEX), Dagstuhl, Germany, pp 184–190
Kazai G, Doucet A (2008) Overview of the INEX 2007 Book Search Track: Booksearch’07. In: ACM SIGIR Forum, vol 42. ACM, pp 2–15
Kazai G, Koolen M, Kamps J, Doucet A, Landoni M (2010) Overview of the INEX 2010 Book Track: scaling up the evaluation using crowdsourcing. In: International workshop of the INitiative for the Evaluation of XML retrieval. Springer, pp 98–117
Konstan JA, Riedl JT (2003) Recommender systems for the web. In: Visualizing the semantic web. Springer, pp 151–167
Koolen M, Kazai G, Kamps J, Doucet A, Landoni M (2011) Overview of the INEX 2011 Books and Social Search Track. In: International workshop of the INitiative for the Evaluation of XML retrieval. Springer, pp 1–29
Koolen M, Huurdeman HC, Kamps J (2013a) Comparing topic representations for social book search. In: Working notes for CLEF 2013 conference, Valencia,Spain, 23–26 September 2013
Koolen M, Kazai G, Preminger M, Doucet A (2013b) Overview of the INEX 2013 Book Search Track. In: Information access evaluation meets multilinguality, multimodality, and visualization”—fourth international conference of the Cross-Language Evaluation Forum, CLEF 2013
Lee JH (1995) Combining multiple evidence from different properties of weighting schemes. In: Proceedings of the 18th annual international ACM SIGIR conference on research and development in information retrieval. ACM, pp 180–188
Lin J (2008) Pagerank without hyperlinks: reranking with pubmed related article networks for biomedical text retrieval. BMC Bioinform 9(1):1
Metzler D, Croft WB (2004) Combining the language model and inference network approaches to retrieval. Inf Process Manag 40(5):735–750
Metzler D, Croft WB (2005) A Markov random field model for term dependencies. In: Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval. ACM, pp 472–479
Miller BN, Albert I, Lam SK, Konstan JA, Riedl J (2003) MovieLens unplugged: experiences with an occasionally connected recommender system. In: Proceedings of the 8th international conference on Intelligent user interfaces. ACM, pp 263–266
Naughton R, Lin X (2010) Recommender systems: investigating the impact of recommendations on user choices and behaviors. In: Proceedings of the ACM RecSys 2010 workshop on user-centric evaluation of recommender systems and their interfaces (UCERSTI)
Ould-Amer N, Mulhem P, Géry M, Abdulahhad K (2016) Word embedding for social book suggestion. In: Working notes of CLEF 2016 - conference and labs of the evaluation forum, Evora, Portugal, 5–8 September 2016, pp 1136–1144
Preminger M, Nordlie R, Massey D, Pharo N (2012) OUC’s participation in the 2012 INEX Book and Linked-Data Tracks. In: INEX, p 136
Rana C, Jain SK (2012) Building a book recommender system using time based content filtering. WSEAS Trans Comput 11(2):27–33
Resnick P, Varian HR (1997) Recommender systems. Commun ACM 40(3):56–58
Robertson SE, van Rijsbergen CJ, Porter MF (1980) Probabilistic models of indexing and searching. In: Proceedings of the 3rd annual ACM conference on research and development in information retrieval. Butterworth, pp 35–56
Salton G, Wong A, Yang CS (1975) A vector space model for automatic indexing. Commun ACM 18(11):613–620
Thomas M, Caudle DM, Schmitz C (2010) Trashy tags: problematic tags in LibraryThing. New Libr World 111(5/6):223–235
Tomljanović J, Pavlić M, Katić MA (2014) Intelligent question answering systems: review of research. In: 2014 37th international convention on information and communication technology, electronics and microelectronics (MIPRO). IEEE, pp 1228–1233
Wu SH, Liao PK, Lin HW, Hsu LJ, Xiao WL, Chen LP, Ku T, Chen GD (2014) Query type recognition and result filtering in INEX 2014 Book Search Track. In: CLEF (working notes), pp 525–535
Wu SH, Hsieh YH, Chen LP, Ku T (2015) Integrating social features and query type recognition in the Suggestion Track of CLEF 2015 Social Book Search Lab
Xiao WL, Wu SH, Chen LP, Chiu HS, Yang RD (2013) Social feature re-ranking in INEX 2013 book search track. In: Working notes for CLEF 2013 conference, Valencia, Spain, 23–26 September 2013
Zhang BW, Yin XC, Cui XP, Qu J, Geng B, Zhou F, Hao HW (2014a) USTB at INEX 2014: Social Book Search Track. In: CLEF (working notes), pp 536–542
Zhang BW, Yin XC, Cui XP, Qu J, Geng B, Zhou F, Song L, Hao HW (2014b) Social book search reranking with generalized content-based filtering. In: Proceedings of the 23rd ACM international conference on conference on information and knowledge management. ACM, pp 361–370
Zhang BW, Yin XC, Zhou F (2016) A generic pseudo relevance feedback framework with heterogeneous social information. Inf Sci 367:909–926
Zhao CH, Zhou F, Zhang BW, Yin XC, Hao M, Zhang ZJ, Liu TT (2015) USTB at social book search 2015 suggestion task: metadata expansion and reranking. In: Working notes of CLEF 2015 - conference and labs of the evaluation forum, Toulouse, France, 8–11 September 2015
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Kumar, R., Pamula, R. Social Book Search: a survey. Artif Intell Rev 53, 95–139 (2020). https://doi.org/10.1007/s10462-018-9647-x
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DOI: https://doi.org/10.1007/s10462-018-9647-x