Recommending Scientific Papers: The Role of Citation Contexts

This paper addresses the problem of building recommender systems for scientific papers based on the linguistic and contextual analysis of citation contexts. We explain the importance of taking into consideration citation contexts and the different methodologies that exist as well as the ways that citations impact recommender systems. We also discuss the limits of using citation contexts to generate recommendations.

[1]  Lior Rokach,et al.  Recommender Systems: Introduction and Challenges , 2015, Recommender Systems Handbook.

[2]  Feng Xia,et al.  Context-Based Collaborative Filtering for Citation Recommendation , 2015, IEEE Access.

[3]  Carl T. Bergstrom,et al.  A Recommendation System Based on Hierarchical Clustering of an Article-Level Citation Network , 2016, IEEE Transactions on Big Data.

[4]  Jöran Beel,et al.  Scienstein : A Research Paper Recommender System , 2009 .

[5]  Stuart E. Middleton,et al.  Ontological user profiling in recommender systems , 2004, TOIS.

[6]  Pasquale Lops,et al.  Content-based Recommender Systems: State of the Art and Trends , 2011, Recommender Systems Handbook.

[7]  Susan T. Dumais,et al.  CiteSight: supporting contextual citation recommendation using differential search , 2014, SIGIR.

[8]  Nikolaos F. Matsatsinis,et al.  A System based on Multiple Criteria Analysis for Scientific Paper Recommendation , 2007 .

[9]  W. Bruce Croft,et al.  Recommending citations for academic papers , 2007, SIGIR.

[10]  Marc Bertin The Linguistic Context of Citations: a Cartography of the Structure of Scientific Papers , 2015 .

[11]  Marco Gori,et al.  Recommender Systems : A Random-Walk Based Approach , 2006 .

[12]  Wenyi Huang,et al.  A Neural Probabilistic Model for Context Based Citation Recommendation , 2015, AAAI.

[13]  Irena V. Marshakova-shaikevich System of Document Connections Based on References , 2009 .

[14]  Huan Liu,et al.  Research Paper Recommender Systems: A Subspace Clustering Approach , 2005, WAIM.

[15]  Wenyi Huang,et al.  RefSeer: A citation recommendation system , 2014, IEEE/ACM Joint Conference on Digital Libraries.

[16]  C. Lee Giles,et al.  Discovering Relevant Scientific Literature on the Web , 2000, IEEE Intell. Syst..

[17]  Sean M. McNee,et al.  Being accurate is not enough: how accuracy metrics have hurt recommender systems , 2006, CHI Extended Abstracts.

[18]  Harith Alani,et al.  Exploiting Synergy Between Ontologies and Recommender Systems , 2002, Semantic Web Workshop.

[19]  Jennifer G. Kim,et al.  Personalized Academic Research Paper Recommendation System , 2013, ArXiv.

[20]  H. D. White Citation Analysis and Discourse Analysis Revisited. , 2004 .

[21]  J. Bobadilla,et al.  Recommender systems survey , 2013, Knowl. Based Syst..

[22]  Jiawei Han,et al.  ClusCite: effective citation recommendation by information network-based clustering , 2014, KDD.

[23]  Xu Sun,et al.  A unified graph model for personalized query-oriented reference paper recommendation , 2013, CIKM.

[24]  Min-Yen Kan,et al.  Exploiting potential citation papers in scholarly paper recommendation , 2013, JCDL '13.

[25]  Zhong Chen,et al.  Claper: Recommend classical papers to beginners , 2010, 2010 Seventh International Conference on Fuzzy Systems and Knowledge Discovery.

[26]  Jöran Beel,et al.  Real-World Recommender Systems for Academia: The Pain and Gain in Building, Operating, and Researching them , 2017, BIR@ECIR.

[27]  Ümit V. Çatalyürek,et al.  Diversifying Citation Recommendations , 2012, ACM Trans. Intell. Syst. Technol..

[28]  Robert M. Patton,et al.  Citations and Readership are Poor Indicators of Research Excellence: Introducing TrueImpactDataset, a New Dataset for Validating Research Evaluation Metrics , 2017, SWM '17.

[29]  Daniel Kifer,et al.  Context-aware citation recommendation , 2010, WWW '10.

[30]  Qing Li,et al.  Finding Relevant Papers Based on Citation Relations , 2011, WAIM.

[31]  Henry G. Small,et al.  Co-citation in the scientific literature: A new measure of the relationship between two documents , 1973, J. Am. Soc. Inf. Sci..

[32]  Anne Laurent,et al.  Paper Recommendation System: A Global and Soft Approach , 2012 .

[33]  Yang Song,et al.  An Overview of Microsoft Academic Service (MAS) and Applications , 2015, WWW.

[34]  Marcos André Gonçalves,et al.  A source independent framework for research paper recommendation , 2011, JCDL '11.

[35]  Antal van den Bosch,et al.  Using Citation Analysis for Finding Experts in Workgroups , 2008 .

[36]  Jie Tang,et al.  A Discriminative Approach to Topic-Based Citation Recommendation , 2009, PAKDD.

[37]  Jöran Beel,et al.  Introducing Docear's research paper recommender system , 2013, JCDL '13.

[38]  M. Moravcsik,et al.  Some Results on the Function and Quality of Citations , 1975 .

[39]  Jian Pei,et al.  Citation recommendation without author supervision , 2011, WSDM '11.

[40]  Marc Bertin,et al.  A Study of Lexical Distribution in Citation Contexts through the IMRaD Standard , 2014, BIR@ECIR.

[41]  Marc Bertin,et al.  Semantic Enrichment of Scientific Publications and Metadata: Citation Analysis Through Contextual and Cognitive Analysis , 2012, D Lib Mag..

[42]  Hsinchun Chen,et al.  A graph-based recommender system for digital library , 2002, JCDL '02.

[43]  Wenyi Huang,et al.  Recommending citations: translating papers into references , 2012, CIKM.

[44]  Bela Gipp,et al.  Research-paper recommender systems: a literature survey , 2015, International Journal on Digital Libraries.

[45]  E. Garfield,et al.  Citation data: their use as quantitative indicators for science and technology evaluation and policy-making , 1992 .

[46]  Filip Radlinski,et al.  Recommending related papers based on digital library access records , 2007, JCDL '07.

[47]  C. Lee Giles,et al.  CiteSeer: an automatic citation indexing system , 1998, DL '98.

[48]  Blaise Cronin,et al.  The Need for a Theory of citing , 1981, J. Documentation.

[49]  Min-Yen Kan,et al.  Scholarly paper recommendation via user's recent research interests , 2010, JCDL '10.

[50]  F. Maxwell Harper,et al.  An Economic Model of User Rating in an Online Recommender System , 2005, User Modeling.

[51]  Marc Bertin,et al.  Factorial Correspondence Analysis Applied to Citation Contexts , 2015, BIR@ECIR.

[52]  Ümit V. Çatalyürek,et al.  Recommendation on Academic Networks using Direction Aware Citation Analysis , 2012, ArXiv.

[53]  Sean M. McNee,et al.  Don't look stupid: avoiding pitfalls when recommending research papers , 2006, CSCW '06.

[54]  Marc Bertin,et al.  InTeReC: In-text Reference Corpus for Applying Natural Language Processing to Bibliometrics , 2018, BIR@ECIR.

[55]  Jae Kyeong Kim,et al.  A literature review and classification of recommender systems research , 2012, Expert Syst. Appl..