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Grammatical Inference: Learning Automata and Grammars

Colin de la Higuera

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ISBN 10: 0521763169 / ISBN 13: 9780521763165
Verlag: Cambridge University Press, 2010
Neu Zustand: New Hardcover
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Bibliografische Details

Titel: Grammatical Inference: Learning Automata and...

Verlag: Cambridge University Press

Erscheinungsdatum: 2010

Einband: Hardcover

Zustand: New

Art des Buches: book

Über diesen Titel

Inhaltsangabe:

The problem of inducing, learning or inferring grammars has been studied for decades, but only in recent years has grammatical inference emerged as an independent field with connections to many scientific disciplines, including bio-informatics, computational linguistics and pattern recognition. This book meets the need for a comprehensive and unified summary of the basic techniques and results, suitable for researchers working in these various areas. In Part I, the objects of use for grammatical inference are studied in detail: strings and their topology, automata and grammars, whether probabilistic or not. Part II carefully explores the main questions in the field: What does learning mean? How can we associate complexity theory with learning? In Part III the author describes a number of techniques and algorithms that allow us to learn from text, from an informant, or through interaction with the environment. These concern automata, grammars, rewriting systems, pattern languages or transducers.

Book Description:

Grammatical inference connects with many scientific disciplines, including bio-informatics, computational linguistics and pattern recognition. This book meets the need for a comprehensive and unified summary of the basic techniques, suitable for researchers from a wide variety of fields as well as graduate students.

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