Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
Information filtering and information retrieval: two sides of the same coin?
Communications of the ACM - Special issue on information filtering
Using collaborative filtering to weave an information tapestry
Communications of the ACM - Special issue on information filtering
Using statistical testing in the evaluation of retrieval experiments
SIGIR '93 Proceedings of the 16th annual international ACM SIGIR conference on Research and development in information retrieval
Communications of the ACM
Fab: content-based, collaborative recommendation
Communications of the ACM
Analyses of multiple evidence combination
Proceedings of the 20th annual international ACM SIGIR conference on Research and development in information retrieval
Evaluating evaluation measure stability
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
A vector space model for automatic indexing
Communications of the ACM
ACM SIGIR Forum
Cumulated gain-based evaluation of IR techniques
ACM Transactions on Information Systems (TOIS)
On the recommending of citations for research papers
CSCW '02 Proceedings of the 2002 ACM conference on Computer supported cooperative work
A Taxonomy of Recommender Agents on theInternet
Artificial Intelligence Review
The DBLP Computer Science Bibliography: Evolution, Research Issues, Perspectives
SPIRE 2002 Proceedings of the 9th International Symposium on String Processing and Information Retrieval
Internet Publications: Pay-per-Use or Pay-per-Subscription?
ECDL '98 Proceedings of the Second European Conference on Research and Advanced Technology for Digital Libraries
The Philosophy of Information Retrieval Evaluation
CLEF '01 Revised Papers from the Second Workshop of the Cross-Language Evaluation Forum on Evaluation of Cross-Language Information Retrieval Systems
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
The author-topic model for authors and documents
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
IEEE Transactions on Knowledge and Data Engineering
Information retrieval system evaluation: effort, sensitivity, and reliability
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
On six degrees of separation in DBLP-DB and more
ACM SIGMOD Record
TREC: Experiment and Evaluation in Information Retrieval (Digital Libraries and Electronic Publishing)
Don't look stupid: avoiding pitfalls when recommending research papers
CSCW '06 Proceedings of the 2006 20th anniversary conference on Computer supported cooperative work
Research Paper Recommender Systems: A Random-Walk Based Approach
WI '06 Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence
Mining a digital library for influential authors
Proceedings of the 7th ACM/IEEE-CS joint conference on Digital libraries
Introduction to Information Retrieval
Introduction to Information Retrieval
ArnetMiner: extraction and mining of academic social networks
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Co-ranking Authors and Documents in a Heterogeneous Network
ICDM '07 Proceedings of the 2007 Seventh IEEE International Conference on Data Mining
Recommending scientific articles using citeulike
Proceedings of the 2008 ACM conference on Recommender systems
Crowdsourcing for relevance evaluation
ACM SIGIR Forum
A recommender system for research resources based on fuzzy linguistic modeling
Expert Systems with Applications: An International Journal
Formal Models for Expert Finding on DBLP Bibliography Data
ICDM '08 Proceedings of the 2008 Eighth IEEE International Conference on Data Mining
An adaptable search engine for multimodal information retrieval
Journal of the American Society for Information Science and Technology
Exploring Emergent Semantic Communities from DBLP Bibliography Database
ASONAM '09 Proceedings of the 2009 International Conference on Advances in Social Network Analysis and Mining
Methods for Evaluating Interactive Information Retrieval Systems with Users
Foundations and Trends in Information Retrieval
Semantic relatedness hits bibliographic data
Proceedings of the eleventh international workshop on Web information and data management
Applying centrality measures to impact analysis: A coauthorship network analysis
Journal of the American Society for Information Science and Technology
Learning author-topic models from text corpora
ACM Transactions on Information Systems (TOIS)
When stopword lists make the difference
Journal of the American Society for Information Science and Technology
Combining full text and bibliometric information in mapping scientific disciplines
Information Processing and Management: an International Journal - Special issue: Infometrics
The adaptive web
Networks, Crowds, and Markets: Reasoning About a Highly Connected World
Networks, Crowds, and Markets: Reasoning About a Highly Connected World
An analysis of the evolving coverage of computer science sub-fields in the DBLP digital library
ECDL'10 Proceedings of the 14th European conference on Research and advanced technology for digital libraries
Metadata impact on research paper similarity
ECDL'10 Proceedings of the 14th European conference on Research and advanced technology for digital libraries
Evidence-based information extraction for high accuracy citation and author name identification
Large Scale Semantic Access to Content (Text, Image, Video, and Sound)
Topic-driven multi-type citation network analysis
RIAO '10 Adaptivity, Personalization and Fusion of Heterogeneous Information
A social model for literature access: towards a weighted social network of authors
RIAO '10 Adaptivity, Personalization and Fusion of Heterogeneous Information
Research paper recommender systems: a subspace clustering approach
WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management
Modeling user's opinion relevance to recommending research papers
UM'05 Proceedings of the 10th international conference on User Modeling
COBRAS: cooperative CBR system for bibliographical reference recommendation
ECCBR'06 Proceedings of the 8th European conference on Advances in Case-Based Reasoning
Journal of the American Society for Information Science and Technology
A Community Based Algorithm for Deriving Users' Profiles from Egocentrics Networks
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
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Scientific literature recommender systems (SLRSs) provide papers to researchers according to their scientific interests. Systems rely on inter-researcher similarity measures that are usually computed according to publication contents (i.e., by extracting paper topics and citations). We highlight two major issues related to this design. The required full-text access and processing are expensive and hardly feasible. Moreover, clues about meetings, encounters, and informal exchanges between researchers (which are related to a social dimension) were not exploited to date. In order to tackle these issues, we propose an original SLRS based on a threefold contribution. First, we argue the case for defining inter-researcher similarity measures building on publicly available metadata. Second, we define topical and social measures that we combine together to issue socio-topical recommendations. Third, we conduct an evaluation with 71 volunteer researchers to check researchers' perception against socio-topical similarities. Experimental results show a significant 11.21% accuracy improvement of socio-topical recommendations compared to baseline topical recommendations.