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  Memory based learning in NLP (1999) [6 citations — 4 self]

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by Dan Roth
http://l2r.cs.uiuc.edu/~danr/Papers/mbl99.ps.gz
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Abstract:

We study memory-based learning methods and show that they can be viewed as learning linear predictors over commonly used feature spaces. We suggest that this view allows one to study memory based methods and other successful learning algorithms used in NLP within the same computational framework and may result in improved algorithms and a better understanding for the role of learning in natural language inferences. 1

Citations

569 Transformation-Based Error-Driven Learning and Natural Language Processing: A Case Study in Part-of-Speech Tagging – Brill - 1995
420 Toward Memorybased Reasoning – Stanfill, Waltz - 1986
195 A method for disambiguating word senses in a large corpus. Computers and the Humanities – Gale, Church, et al. - 1993
148 Learning to resolve natural language ambiguities: A unified approach – Roth - 1998
116 Prepositional Phrase Attachment through a Backed-Off Model – Collins, Brooks - 1995
115 A rule-based approach to prepositional phrase attachment disambiguation – Brill, Resnik - 1994
97 Forgetting exceptions is harmful in language learning – Daelemans, Bosch, et al. - 1999
95 A maximum entropy model for prepositional phrase attachment – Ratnaparkhi, Reynar, et al. - 1994
58 A winnow based approach to context-sensitive spelling correction – Golding, Roth - 1999
54 A Memory-based Approach to Learning Shallow Natural Language Patterns – Argamon, Dagan, et al. - 1998
51 Memory-based lexical acquisition and processing – Daelemans - 1995
47 A Bayesian Hybrid Method for Context-Sensitive Spelling Correction – Golding - 1995
39 Learning in natural language – Roth - 1999
22 Memory-based learning: Using similarity for smoothing – Zavrel, Daelemans - 1997
14 Incorporating knowledge in natural language learning: A case study – Krymolowski, Roth - 1998
3 Resolving pp attachment ambiguities with memory based learning – Zavrel, Daelemans, et al. - 1997
1 Private communication – Krymolowski - 1999