Look ma, no hands: Analyzing the Monotonic Feature abstraction for text classification

Advances in Neural Information Processing Systems 21 - Proceedings of the 2008 Conference

Volumn , Issue , 2009, Pages 393-400

  Downey, Doug ^a   Etzioni, Oren ^b  

^a Northwestern University   (United States)

^b University of Washington   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ABSTRACTING; CLASSIFICATION (OF INFORMATION); TEXT PROCESSING;

DATA SET; FEATURE ABSTRACTION; FEATURE DATA; LABELED DATA; MONOTONICS; NEWSGROUPS; PAC LEARNING; TEXT CLASSIFICATION; TEXTUAL CLASSIFICATION; UNLABELED DATA;

SUPERVISED LEARNING;

EID: 84858789314     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (13)

1. R. Bellman. Adaptive Control Processes: A Guided Tour. Princeton University Press, 1961.
2. A. Blum and T. Mitchell. Combining labeled and unlabeled data with co-training. In COLT: Proceedings of the Workshop on Computational Learning Theory, Morgan Kaufmann Publishers, pages 92-100, 1998.
3. M.-W. Chang, L.-A. Ratinov, D. Roth, and V. Srikumar. Importance of semantic representation: Dataless classification. In D. Fox and C. P. Gomes, editors, AAAI, pages 830-835. AAAI Press, 2008.
4. J. Chen, D.-H. Ji, C. L. Tan, and Z.-Y. Niu. Semi-supervised relation extraction with label propagation. In HLT-NAACL, 2006.
5. D. Downey. Redundancy in Web-scale Information Extraction: Probabilistic Model and Experimental Results. PhD thesis, University of Washington, 2008.
6. D. Downey, O. Etzioni, and S. Soderland. A Probabilistic Model of Redundancy in Information Extraction. In Procs. of IJCAI, 2005.
7. G. Druck, G. Mann, and A. McCallum. Learning from labeled features using generalized expectation criteria. In Proceedings of SIGIR, 2008.
8. A. Gliozzo, C. Strapparava, and I. Dagan. Investigating unsupervised learning for text categorization bootstrapping. In Proceedings of HLT 2005, pages 129-136, Morristown, NJ, USA, 2005.
9. M. Hearst. Automatic Acquisition of Hyponyms from Large Text Corpora. In Procs. of the 14th International Conference on Computational Linguistics, pages 539-545, Nantes, France, 1992.
10. R. Mihalcea and D. I. Moldovan. An automatic method for generating sense tagged corpora. In AAAI/IAAI, pages 461-466, 1999.
11. T. M. Mitchell. Machine Learning. McGraw-Hill, New York, 1997.
12. K. Nigam, A. McCallum, S. Thrun, and T. Mitchell. Text Classification from Labeled and Unlabeled Documents using EM. Machine Learning, 39(2/3):103-134, 2000. (Pubitemid 30594822)
13. D. Yarowsky. Unsupervised word sense disambiguation rivaling supervised methods. In Meeting of the Association for Computational Linguistics, pages 189-196, 1995.