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Kniha Grammatical Inference for Computational Linguistics Menno van Zaanen

Grammatical Inference for Computational Linguistics

Autor: Menno van Zaanen, Colin De La Higuera
Jazyk: Angličtina
Vazba: Brožovaná
Vydavatel: Springer International Publishing AG
Dostupnost: Skladem u dodavatele
Odesíláme za 5-8 dnů
832 Kč
This book provides a thorough introduction to the subfield of theoretical computer science known as...

Informace o knize

Autor
Menno van Zaanen, Colin De La Higuera
Jazyk
Angličtina
Vazba
Kniha - Brožovaná
Vydáno
2015
Stránek
139
EAN
9783031010316
ISBN
3031010310
Enbook ID
39298391
Vydavatel
Springer International Publishing AG
Hmotnost
322
Rozměry
191 x 235 x 10

Kompletní popis

This book provides a thorough introduction to the subfield of theoretical computer science known as grammatical inference from a computational linguistic perspective. Grammatical inference provides principled methods for developing computationally sound algorithms that learn structure from strings of symbols. The relationship to computational linguistics is natural because many research problems in computational linguistics are learning problems on words, phrases, and sentences: What algorithm can take as input some finite amount of data (for instance a corpus, annotated or otherwise) and output a system that behaves "correctly" on specific tasks? Throughout the text, the key concepts of grammatical inference are interleaved with illustrative examples drawn from problems in computational linguistics. Special attention is paid to the notion of "learning bias." In the context of computational linguistics, such bias can be thought to reflect common (ideally universal) properties of natural languages. This bias can be incorporated either by identifying a learnable class of languages which contains the language to be learned or by using particular strategies for optimizing parameter values. Examples are drawn largely from two linguistic domains (phonology and syntax) which span major regions of the Chomsky Hierarchy (from regular to context-sensitive classes). The conclusion summarizes the major lessons and open questions that grammatical inference brings to computational linguistics. Table of Contents: List of Figures / List of Tables / Preface / Studying Learning / Formal Learning / Learning Regular Languages / Learning Non-Regular Languages / Lessons Learned and Open Problems / Bibliography / Author Biographies

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