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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 (Update)
Active bibliography (related documents): More All
0.8: Memory Based Learning in NLP - Roth (1999) (Correct)
0.5: Integrating the WordNet Ontology into a Description Logic System - Alvarez (Correct)
0.2: Machine Learning and Natural Language Processing - Marquez (2000) (Correct)
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BibTeX entry: (Update)
@techreport{ roth99memory,
author = "Dan Roth",
title = "Memory based learning in {NLP}",
number = "2125",
address = "Urbana, Illinois",
pages = "9",
year = "1999",
url = "citeseer.ist.psu.edu/roth99memory.html" }
Citations (may not include all citations):187 Transformation-based error-driven learning and natural langu.. - Brill - 1995
94 A method for disambiguating word senses in a large corpus (context) - Gale, Church et al. - 1993
64 Learning to resolve natural language ambiguities: A unied ap.. - Roth - 1998
54 A maximum entropy model for prepositional phrase attachment - Ratnaparkhi, Reynar et al. - 1994
51 A Winnow based approach to context-sensitive spelling correc.. - Golding, Roth - 1999
48 Prepositional phrase attachment through a backed-o model - Collins, Brooks - 1995
42 A rulebased approach to prepositional phrase attachment disa.. - Brill, Resnik - 1994
41 Forgetting exceptions is harmful in language learning - Daelemans, Bosch et al. - 1999
34 Memory-based lexical acquisition and processing - Daelemans - 1995
31 A memory-based approach to learning shallow natural language.. (context) - Argamon, Dagan et al. - 1998
27 Memory-based learning: Using similarity for smoothing - Zavrel, Daelemans - 1997
24 Resolving pp attachment ambiguities with memory based learni.. - Zavrel, Daelemans et al. - 1997
18 Learning in natural language - Roth - 1999
18 A Bayesian hybrid method for context-sensitive spelling corr.. - Golding - 1995
12 Toward memory-based reasoning (context) - Stanll, Waltz - 1986
2 Incorporating knowledge in natural language learning: A case.. - Krymolowski, Roth - 1998
2 Private communication (context) - Krymolowski - 1999
Documents on the same site (http://l2r.cs.uiuc.edu/~danr/publications.html): More
Defaults and Relevance in Model Based Reasoning - Khardon, Roth (1997) (Correct)
Learning to Reason with a Restricted View - Khardon, Roth (1995) (Correct)
Learning to Reason - Khardon (1994) (Correct)
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