Motivated Reinforcement Learning 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

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Kathryn E. Merrick 作者

Springer; 1 edition

译者

June 25, 2009 出版日期

206 pages 页数

$99.00 价格

Hardcover

丛书系列

9783540891864 图书编码

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发表于2024-11-10

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Motivated Reinforcement Learning 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

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Motivated learning is an emerging research field in artificial intelligence and cognitive modelling. Computational models of motivation extend reinforcement learning to adaptive, multitask learning in complex, dynamic environments – the goal being to understand how machines can develop new skills and achieve goals that were not predefined by human engineers. In particular, this book describes how motivated reinforcement learning agents can be used in computer games for the design of non-player characters that can adapt their behaviour in response to unexpected changes in their environment.

This book covers the design, application and evaluation of computational models of motivation in reinforcement learning. The authors start with overviews of motivation and reinforcement learning, then describe models for motivated reinforcement learning. The performance of these models is demonstrated by applications in simulated game scenarios and a live, open-ended virtual world.

Researchers in artificial intelligence, machine learning and artificial life will benefit from this book, as will practitioners working on complex, dynamic systems – in particular multiuser, online games.

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