Memory-Based Language Processing

丛 书 名：Studies in Natural Language Processing

版本说明：Digitally printed version.

作     者：Walter Daelemans Antal van den Bosch 

I S B N：(纸本) 9780521114455 

出 版 社：Cambridge University Press 

出 版 年：2009年

页      数：vii, 189 p. :页

主 题 词：Learning Psychology of. Natural language processing (Computer science) Computational linguistics. 

学科分类：0502[文学-外国语言文学] 05[文学] 050211[文学-外国语言学及应用语言学] 

摘      要：Memory-based language processing - a machine learning and problem solving method for language technology - is based on the idea that the direct reuse 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.