Lifelong and Continual Learning Dialogue Systems

£34.99

Lifelong and Continual Learning Dialogue Systems

Computational and corpus linguistics Computer science Artificial intelligence Expert systems / knowledge-based systems Natural language and machine translation Machine learning

Authors: Sahisnu Mazumder, Bing Liu

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Collection: Synthesis Lectures on Human Language Technologies

Language: English

Published by: Springer

Published on: 8th January 2024

Format: LCP-protected ePub

ISBN: 9783031481895


Introduction to Lifelong and Continual Learning Dialogue Systems

This book introduces the new paradigm of lifelong and continual learning dialogue systems to endow dialogue systems with the ability to learn continually by themselves through their own self-initiated interactions with their users and the working environments. The authors present the latest developments and techniques for building such continual learning dialogue systems.  The book explains how these developments allow systems to continuously learn new language expressions,   lexical and factual knowledge, and conversational skills through interactions and dialogues.  Additionally, the book covers techniques to acquire new training examples for learning new tasks during the conversation. The book also reviews existing work on lifelong learning and discusses areas for future research. 

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