Finding similar research papers using language models

CEUR Workshop Proceedings

Volumn 781, Issue , 2011, Pages 106-113

  Hurtado Martín, Germán ^a,b   Schockaert, Steven ^b   Cornelis, Chris ^b   Naessens, Helga ^a  

^a UNIVERSITY COLLEGE GHENT   (Belgium)

^b GHENT UNIVERSITY   (Belgium)

Author keywords

Language modeling; Latent Dirichlet allocation; Similarity

Indexed keywords

ABSTRACTING; INFORMATION MANAGEMENT; INTERPOLATION; STATISTICS;

APPLICATION CONTEXTS; LANGUAGE MODEL; LATENT DIRICHLET ALLOCATION; LATENT DIRICHLET ALLOCATIONS; RESEARCH PAPERS; SIMILARITY; TOPIC MODEL;

COMPUTATIONAL LINGUISTICS;

EID: 84891059053     PISSN: 16130073     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (11)

1. D. M. Blei, A. Y. Ng, and M. I. Jordan. Latent Dirichlet allocation. Journal of Machine Learning Research, 3:993-1022, 2003.
2. T. Bogers and A. van den Bosch. Recommending scientific articles using CiteULike. In Proc. of the 2008 ACM Conf. on Recommender Systems, pages 287-290, 2008.
3. C. L. Clarke, M. Kolla, G. V. Cormack, O. Vechtomova, A. Ashkan, S. Büttcher, and I. MacKinnon. Novelty and diversity in information retrieval evaluation. In Proc. of the 31st Annual International ACM SIGIR Conf. on Research and Development in Information Retrieval, pages 659-666, 2008.
4. E. Gabrilovich and S. Markovitch. Computing semantic relatedness using Wikipedia-based explicit semantic analysis. In Proc. of the 20th International Joint Conf. on Artifical Intelligence, pages 1606-1611, 2007.
5. T. L. Griffiths and M. Steyvers. Finding scientific topics. Proc. of the National Academy of Sciences, 101(Suppl. 1):5228-5235, 2004.
6. L. Hong and B. D. Davison. Empirical study of topic modeling in Twitter. In Proc. of the First Workshop on Social Media Analytics, pages 80-88, 2010.
7. G. Hurtado Martín, S. Schockaert, C. Cornelis, and H. Naessens. Metadata impact on research paper similarity. In Proc. of the 14th European Conf. on Research and Advanced Technology for Digital Libraries, pages 457-460, 2010.
8. S. M. McNee, I. Albert, D. Cosley, P. Gopalkrishnan, S. K. Lam, A. M. Rashid, J. A. Konstan, and J. Riedl. On the recommending of citations for research papers. In Proc. of the 2002 ACM Conf. on Computer Supported Cooperative Work, pages 116-125, 2002.
9. J. M. Ponte and W. B. Croft. A language modeling approach to information retrieval. In Proc. of the 21st Annual International ACM SIGIR Conf. on Research and Development in Information Retrieval, pages 275-281, 1998.
10. X. Quan, G. Liu, Z. Lu, X. Ni, and L. Wenyin. Short text similarity based on probabilistic topics. Knowledge and Information Systems, 25:473-491, 2010.
11. J. Zhu, X. Huang, D. Song, and S. Rüger. Integrating multiple document features in language models for expert finding. Knowledge and Information Systems, 23:29-54, 2010.