| 書目名稱 | Reinforcement Learning for Adaptive Dialogue Systems | | 副標(biāo)題 | A Data-driven Method | | 編輯 | Verena Rieser,Oliver Lemon | | 視頻video | http://file.papertrans.cn/826/825937/825937.mp4 | | 概述 | A new methodology for developing spoken dialogue systems is described in detail.A research guide for students and researchers.This work provides insights, lessons, and inspiration for future research. | | 叢書名稱 | Theory and Applications of Natural Language Processing | | 圖書封面 |  | | 描述 | .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 | | 出版日期 | Book 2011 | | 關(guān)鍵詞 | 68-XX, 68Txx, 68T05, 68T50, 68T37, 68T42; Machine Learning; Spoken Dialogue Systems; User simulation | | 版次 | 1 | | doi | https://doi.org/10.1007/978-3-642-24942-6 | | isbn_softcover | 978-3-642-43984-1 | | isbn_ebook | 978-3-642-24942-6Series ISSN 2192-032X Series E-ISSN 2192-0338 | | issn_series | 2192-032X | | copyright | Springer-Verlag Berlin Heidelberg 2011 |
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