Reinforcement Learning for Adaptive Dialogue Systems : A Data-driven Methodology for Dialogue Management and Natural Language Generation

Language: English

Published by Springer Spektrum, 2011

3642249418 / 9783642249419

Series: Book 2 of 16 - Theory and Applications of Natural Language Processing

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Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH

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Druck auf Anfrage Neuware - Printed after ordering - The past decade has seen a revolution in the field of spoken dialogue systems. As in other areas of Computer Science and Artificial Intelligence, data-driven methods are now being used to drive new methodologies for system development and evaluation. This book is a unique contribution to that ongoing change. A new methodology for developing spoken dialogue systems is described in detail. The journey starts and ends with human behaviour in interaction, and explores methods for learning from the data, for building simulation environments for training and testing systems, and for evaluating the results. The detailed material covers: Spoken and Multimodal dialogue systems, Wizard-of-Oz data collection, User Simulation methods, Reinforcement Learning, and Evaluation methodologies. The book is a research guide for students and researchers with a background in Computer Science, AI, or Machine Learning. It navigates through a detailed case study in data-driven methods for development and evaluation of spoken dialogue systems. Common challenges associated with this approach are discussed and example solutions are provided. This work provides insights, lessons, and inspiration for future research and development - not only for spoken dialogue systems in particular, but for data-driven approaches to human-machine interaction in general.

Seller Inventory # 9783642249419

Title
Reinforcement Learning for Adaptive Dialogue Systems : A Data-driven Methodology for Dialogue Management and Natural Language Generation
Author
Oliver Lemon
Publisher
Springer Spektrum
Publication year
2011
Condition
Neu
Binding
Buch
Language
English
ISBN 10
3642249418
ISBN 13
9783642249419
Item weight
576 grams
Dimensions
241x160x20 mm
Series
Book 2 of 16: Theory and Applications of Natural Language Processing

AHA-BUCH GmbH

Einbeck, Germany

5-star seller

AbeBooks seller since August 14, 2006

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