Download PDF by Kathryn E. Merrick: Motivated Reinforcement Learning: Curious Characters for

By Kathryn E. Merrick

ISBN-10: 3540891862

ISBN-13: 9783540891864

Motivated studying is an rising learn box in man made intelligence and cognitive modelling. Computational versions of motivation expand reinforcement studying to adaptive, multitask studying in complicated, dynamic environments – the aim being to appreciate how machines can advance new abilities and attain objectives that weren't predefined by way of human engineers. particularly, this publication describes how inspired reinforcement studying brokers can be utilized in desktop video games for the layout of non-player characters that may adapt their behaviour according to unforeseen alterations of their environment.

This ebook covers the layout, program and assessment of computational versions of motivation in reinforcement studying. The authors commence with overviews of motivation and reinforcement studying, then describe types for stimulated reinforcement studying. The functionality of those types is confirmed by means of purposes in simulated online game situations and a dwell, open-ended digital international.

Researchers in synthetic intelligence, computer studying and synthetic lifestyles will reap the benefits of this ebook, as will practitioners engaged on advanced, dynamic platforms – particularly multiuser, on-line games.

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Extra info for Motivated Reinforcement Learning: Curious Characters for Multiuser Games

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Alderfer offers an alternative means of inspiration for the combination of different types of motivation in artificial systems. Existence Needs Relatedness Needs Growth Needs Satisfaction/Progression Frustration/Regression Satisfaction/Strengthening Fig. 7 Existence Relatedness Growth theory [5] synthesises different motivation theories without ordering. 6 Summary Theories of motivation developed for natural systems describe the cause of action and attention focus in terms of biological, cognitive and social forces.

Hull, A behavior system: an introduction to behavior theory concerning the individual organism, Yale University Press, New Haven, 1952. 7 References 41 [9] O. Avila-Garcia and L. Canamero, Comparison of behaviour selection architectures using viability indicators, The EPSRC/BBSRC International Workshop on Biologically Inspired Robotics: The Legacy of W. Grey Walter, HP Labs, Bristol, UK, pp. 8–93, 2002. [10] L. Canamero, Modelling motivations and emotions as a basis for intelligent behaviour. L.

The third category, social motivation theories, discussed in Sect. 4, covers theories of motivation concerned with what individuals do when they are in contact with one another. It includes love and esteem needs, social theories and evolutionary and cultural effect theories. Social motivation theories are recognised by both artificial life and artificial intelligence researchers, frequently informing the design of multiagent systems. Combined motivation theories, discussed in Sect. 5, cover motivation theories that synthesise ideas from several of the previous categories.

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Motivated Reinforcement Learning: Curious Characters for Multiuser Games by Kathryn E. Merrick


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