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Memory-Based Language Processing

Memory-Based Language Processing

by Antal van den Bosch and Walter Daelemans
Hardback
Publication Date: 01/09/2005

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Memory-based language processing - a machine learning and problem solving method for language technology - is based on the idea that the direct re-use of examples using analogical reasoning is more suited for solving language processing problems than the application of rules extracted from those examples. This book discusses the theory and practice of memory-based language processing, showing its comparative strengths over alternative methods of language modelling. Language is complex, with few generalizations, many sub-regularities and exceptions, and the advantage of memory-based language processing is that it does not abstract away from this valuable low-frequency information. By applying the model to a range of benchmark problems, the authors show that for linguistic areas ranging from phonology to semantics, it produces excellent results. They also describe TiMBL, a software package for memory-based language processing. The first comprehensive overview of the approach, this book will be invaluable for computational linguists, psycholinguists and language engineers.
ISBN:
9780521808903
9780521808903
Category:
Computational linguistics
Format:
Hardback
Publication Date:
01-09-2005
Language:
English
Publisher:
Cambridge University Press
Country of origin:
United Kingdom
Pages:
198
Dimensions (mm):
236x158x24mm
Weight:
0.45kg

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