Document classification by topic labeling

SIGIR 2013 - Proceedings of the 36th International ACM SIGIR Conference on Research and Development in Information Retrieval

Volumn , Issue , 2013, Pages 877-880

  Hingmire, Swapnil ^a,b   Chougule, Sandeep ^a   Palshikar, Girish K ^a   Chakraborti, Sutanu ^a  

^a TATA RESEARCH DEVELOPMENT AND DESIGN CENTRE   (India)

^b INDIAN INSTITUTE OF TECHNOLOGY MADRAS   (India)

Author keywords

Expectation Maximization; Text classification; Topic Modelling

Indexed keywords

AGGREGATION PROPERTY; DIRICHLET DISTRIBUTIONS; DOCUMENT CLASSIFICATION; EXPECTATION MAXIMIZATION; EXPECTATION-MAXIMIZATION ALGORITHMS; LATENT DIRICHLET ALLOCATIONS; NAIVE BAYES CLASSIFIERS; TEXT CLASSIFICATION;

AGGREGATES; CLASSIFICATION (OF INFORMATION); INFORMATION RETRIEVAL; INFORMATION RETRIEVAL SYSTEMS; MAXIMUM PRINCIPLE; STATISTICS; TEXT PROCESSING;

ALGORITHMS;

EID: 84883085195     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2484028.2484140     Document Type: Conference Paper

References (6)

1. D. M. Blei, A. Y. Ng, and M. I. Jordan. Latent dirichlet allocation. The Journal of Machine Learning Research, 3:993-1022, March 2003.
2. B. A. Frigyik, A. Kapila, and M. R. Gupta. Introduction to the dirichlet distribution and related processes. Technical report. University of Washington, Seattle, 2012. https://www.ee.washington.edu/techsite/papers/documents/UWEETR- 2010-0006.pdf
3. T. L. Griffiths and M. Steyvers. Finding scientific topics. PNAS, 101(suppl. 1):5228-5235, April 2004.
4. A. Mccallum and K. Nigam. Text classification by bootstrapping with keywords, EM and shrinkage. In ACL-99 Workshop for Unsupervised Learning in Natural Language Processing, pages 52-58, 1999.
5. K. Nigam, A. K. McCallum, S. Thrun, and T. Mitchell. Text classification from labeled and unlabeled documents using EM. Machine Learning - Special issue on information retrieval, 39(2-3), May-June 2000.
6. A. Chanen and J. Patrick. Measuring Correlation Between Linguists' Judgments and Latent Dirichlet Allocation Topics. Proceedings of the Australasian Language Technology Workshop, pages 13-20, 2007.