Download PDF by Kathryn E. Merrick,Mary Lou Maher: Motivated Reinforcement Learning

By Kathryn E. Merrick,Mary Lou Maher

ISBN-10: 3540891862

ISBN-13: 9783540891864

ISBN-10: 364210035X

ISBN-13: 9783642100352

influenced studying is an rising examine box in synthetic intelligence and cognitive modelling. Computational types of motivation expand reinforcement studying to adaptive, multitask studying in advanced, dynamic environments – the objective being to appreciate how machines can boost new talents and attain objectives that weren't predefined by way of human engineers. specifically, this booklet describes how stimulated reinforcement studying brokers can be utilized in machine video games for the layout of non-player characters that could adapt their behaviour according to unforeseen alterations of their setting. This ebook covers the layout, program and assessment of computational versions of motivation in reinforcement studying. The authors begin with overviews of motivation and reinforcement studying, then describe versions for influenced reinforcement studying. The functionality of those types is tested by means of purposes in simulated online game situations and a reside, open-ended digital global. Researchers in man made intelligence, computing device studying and synthetic lifestyles will take advantage of this ebook, as will practitioners engaged on complicated, dynamic platforms – specifically multiuser, on-line games.

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Motivated Reinforcement Learning by Kathryn E. Merrick,Mary Lou Maher

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