As the use of a Bayesian probability calculation on a simple co-occurrence frequency table created from the same data has similar disambiguation capabilities, the paper also incorporates comparison of LSA with the Bayesian model.
In this paper, we perform WSD study based on large scale real-world corpus using two unsupervised learning algorithms based on ±n-improved Bayesian model and Dependency Grammar (DG)-improved Bayesian model.
This paper describes an experimental comparison between two standard supervised learning methods, namely Naive Bayes and Exemplar--based classification, on the Word Sense Disambiguation (WSD) problem.
A. Kilgarriff. Word Sense Disambiguation: Algorithms and Applications, volume 33 of Text, Speech and Language Technology, Springer, Dordrecht, The Netherlands, (2006)
N. Ide, and Y. Wilks. Word Sense Disambiguation: Algorithms and Applications, volume 33 of Text, Speech and Language Technology, Springer, Dordrecht, The Netherlands, (2006)
M. Palmer, H. Ng, and H. Dang. Word Sense Disambiguation: Algorithms and Applications, volume 33 of Text, Speech and Language Technology, Springer, Dordrecht, The Netherlands, (2006)
R. Mihalcea. Word Sense Disambiguation: Algorithms and Applications, volume 33 of Text, Speech and Language Technology, Springer, Dordrecht, The Netherlands, (2006)
T. Pedersen. Word Sense Disambiguation: Algorithms and Applications, volume 33 of Text, Speech and Language Technology, Springer, Dordrecht, The Netherlands, (2006)
L. Màrquez, G. Exsudero, D. Martínez, and G. Rigau. Word Sense Disambiguation: Algorithms and Applications, volume 33 of Text, Speech and Language Technology, Springer, Dordrecht, The Netherlands, (2006)
E. Agirre, and M. Stevenson. Word Sense Disambiguation: Algorithms and Applications, volume 33 of Text, Speech and Language Technology, Springer, Dordrecht, The Netherlands, (2006)
J. Gonzalo, and F. Verdejo. Word Sense Disambiguation: Algorithms and Applications, volume 33 of Text, Speech and Language Technology, Springer, Dordrecht, The Netherlands, (2006)
P. Resnik. Word Sense Disambiguation: Algorithms and Applications, volume 33 of Text, Speech and Language Technology, Springer, Dordrecht, The Netherlands, (2006)
P. Buitelaar, B. Magnini, C. Strapparava, and P. Vossen. Word Sense Disambiguation: Algorithms and Applications, volume 33 of Text, Speech and Language Technology, Springer, Dordrecht, The Netherlands, (2006)