SVD Feature Selection for Probabilistic Taxonomy Learning

Proceedings of the EACL 2009 Workshop on GEMS: GEometrical Models of Natural Language Semantics, GEMS 2009

Volumn , Issue , 2009, Pages 66-73

  Francesca, Fallucchi ^a   Zanzotto, Fabio Massimo ^a  

^a UNIVERSITY OF ROME TOR VERGATA   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL LINGUISTICS; FEATURE SELECTION; LEARNING ALGORITHMS; NATURAL LANGUAGE PROCESSING SYSTEMS; TAXONOMIES;

FEATURE SELECTION METHODS; FEATURES SELECTION; LEARNING MODELS; LOGISTICS REGRESSIONS; PERFORMANCE; PROBABILISTICS; TAXONOMY LEARNING; UNSUPERVISED FEATURE SELECTION;

SINGULAR VALUE DECOMPOSITION;

EID: 85188807050     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (19)

1. D. Caron, W. Hospital, and P. N. Corey. 1988. Variance estimation of linear regression coefficients in complex sampling situation. Sampling Error: Methodology, Software and Application, pages 688-694.
2. D. R. Cox. 1958. The regression analysis of binary sequences. Journal of the Royal Statistical Society. Series B (Methodological), 20(2):215-242.
3. Scott Deerwester, Susan T. Dumais, George W. Furnas, Thomas K. L, and Richard Harshman. 1990. Indexing by latent semantic analysis. Journal of the American Society for Information Science, 41:391-407.
4. A. Ferraresi, E. Zanchetta, M. Baroni, and S. Bernardini. 2008. Introducing and evaluating ukwac, a very large web-derived corpus of english. In In Proceed-ings of the WAC4 Workshop at LREC 2008, Marrakesh, Morocco.
5. G. Golub and W. Kahan. 1965. Calculating the singular values and pseudo-inverse of a matrix. Journal of the Society for Industrial and Applied Mathematics, Series B: Numerical Analysis, 2(2):205-224.
6. Isabelle Guyon and André Elisseeff. 2003. An introduction to variable and feature selection. Journal of Machine Learning Research, 3:1157-1182, March.
7. Zellig Harris. 1964. Distributional structure. In Jerrold J. Katz and Jerry A. Fodor, editors, The Philosophy of Linguistics, New York. Oxford University Press.
8. Marti A. Hearst. 1992. Automatic acquisition of hyponyms from large text corpora. In Proceedings of the 15th International Conference on Computational Linguistics (CoLing-92), Nantes, France.
9. Mirella Lapata and Frank Keller. 2004. The web as a baseline: Evaluating the performance of unsupervised web-based models for a range of nlp tasks. In Proceedings of the Human Language Technology Conference of the North American Chapter of the Association for Computational Linguistics, Boston, MA.
10. Bing Liu. 2007. Web Data Mining: Exploring Hyperlinks, Contents, and Usage Data. Data-Centric Systems and Applications. Springer.
11. Bernardo Magnini and Manuela Speranza. 2001. Integrating generic and specialized wordnets. In In Proceedings of the Euroconference RANLP 2001, Tzigov Chark, Bulgaria.
12. K. McRae, G.S. Cree, M.S. Seidenberg, and C. McNorgan. 2005. Semantic feature production norms for a large set of living and nonliving things. pages 547-559, Behavioral Research Methods, Instruments, and Computers.
13. George A. Miller. 1995. WordNet: A lexical database for English. Communications of the ACM, 38(11):39-41, November.
14. J. A. Nelder and R. W. M. Wedderburn. 1972. Generalized linear models. Journal of the Royal Statistical Society. Series A (General), 135(3):370-384.
15. Donie O'Sullivan, A. McElligott, and Richard F. E. Sutcliffe. 1995. Augmenting the princeton wordnet with a domain specific ontology. In Proceedings of the Workshop on Basic Issues in Knowledge Sharing at the 14th International Joint Conference on Artificial Intelligence. Montreal, Canada.
16. Patrick Pantel and Marco Pennacchiotti. 2006. Espresso: Leveraging generic patterns for automatically harvesting semantic relations. In Proceedings of the 21st International Conference on Computational Linguistics and 44th Annual Meeting of the Association for Computational Linguistics, pages 113-120, Sydney, Australia, July. Association for Computational Linguistics.
17. R. Penrose. 1955. A generalized inverse for matrices. In Proc. Cambridge Philosophical Society.
18. Harold R. Robison. 1970. Computer-detectable semantic structures. Information Storage and Retrieval, 6(3):273-288.
19. Rion Snow, Daniel Jurafsky, and A. Y. Ng. 2006. Semantic taxonomy induction from heterogenous evidence. In In ACL, pages 801-808.