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Grammatical inference : learning automata and grammars

Author: Colin De la Higuera
Publisher: Cambridge ; New York : Cambridge University Press, 2010.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:
"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  Read more...
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Genre/Form: manuel
Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Colin De la Higuera
ISBN: 9780521763165 0521763169
OCLC Number: 473455533
Description: xiv, 417 pages : illustrations ; 26 cm
Contents: Preface; Acknowledgements; 1. Introduction; 2. The data and some applications; Part I. The Tools: 3. Basic stringology; 4. Representing languages; 5. Representing distributions over strings with automata and grammars; 6. About combinatorics; Part II. What Does Learning a Language Mean?: 7. Identifying languages; 8. Learning from text; 9. Active learning; 10. Learning distributions over strings; Part III. Learning Algorithms and Techniques: 11. Text learners; 12. Informed learners; 13. Learning with queries; 14. Artificial intelligence techniques; 15. Learning context-free grammars; 16. Learning probabilistic finite automata; 17. Estimating the probabilities; 18. Learning transducers; 19. A very small conclusion; References; Index.
Responsibility: Colin de la Higuera.

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The first book to present the basic techniques and main results of this expanding field of research.  Read more...

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'The scope of the book, the detail of description, the uniformity of notation and treatment, and the enjoyable style make this book an important addition to the library of any computational linguist Read more...

 
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