Statistical Language Learning (Language, Speech, and Communication) (Language, Speech and Communication Series)

Charniak, Eugene

ISBN 10: 0262531410 / ISBN 13: 9780262531412

Verlag: MIT Press, 1996

Beschreibung

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Bibliografische Details

Titel: Statistical Language Learning (Language, ...

Verlag: MIT Press

Erscheinungsdatum: 1996

Einband: paperback

Zustand: Very Good

Über diesen Titel

Inhaltsangabe:

Eugene Charniak breaks new ground in artificial intelligence research by presenting statistical language processing from an artificial intelligence point of view in a text for researchers and scientists with a traditional computer science background. New, exacting empirical methods are needed to break the deadlock in such areas of artificial intelligence as robotics, knowledge representation, machine learning, machine translation, and natural language processing (NLP). It is time, Charniak observes, to switch paradigms. This text introduces statistical language processing techniques; word tagging, parsing with probabilistic context free grammars, grammar induction, syntactic disambiguation, semantic wordclasses, word-sense disambiguation; along with the underlying mathematics and chapter exercises. Charniak points out that as a method of attacking NLP problems, the statistical approach has several advantages. It is grounded in real text and therefore promises to produce usable results, and it offers an obvious way to approach learning: "one simply gathers statistics."

Über die Autorin bzw. den Autor:

Eugene Charniak is Professor of Computer Science at Brown University. He is the author of Statistical Language Learning (MIT Press) and other books.