Advances in Computational Intelligence: IEEE World Congress by Piero P. Bonissone (auth.), Jing Liu, Cesare Alippi, PDF

By Piero P. Bonissone (auth.), Jing Liu, Cesare Alippi, Bernadette Bouchon-Meunier, Garrison W. Greenwood, Hussein A. Abbass (eds.)

ISBN-10: 3642306861

ISBN-13: 9783642306860

This cutting-edge survey bargains a renewed and clean specialise in the development in evolutionary computation, in neural networks, and in fuzzy structures. The ebook offers the services and stories of major researchers spanning a various spectrum of computational intelligence in those parts. the result's a balanced contribution to the study sector of computational intelligence that are meant to serve the neighborhood not just as a survey and a reference, but additionally as an notion for the long run development of the state-of-the-art of the sector. The thirteen chosen chapters originate from lectures and displays given on the IEEE global Congress on Computational Intelligence, WCCI 2012, held in Brisbane, Australia, in June 2012.

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Extra info for Advances in Computational Intelligence: IEEE World Congress on Computational Intelligence, WCCI 2012, Brisbane, Australia, June 10-15, 2012. Plenary/Invited Lectures

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The results thus suggest that egalitarian social learning is a strong technique for taking advantage of team behaviors that exist in the evolving population. Multiagent Learning through Neuroevolution 35         &""" %'""   %""" $'""         $"""   
 #'"" " #" $" %" &" '" (" )" *" +" #"" ##" #$" #%" #&" #'" #(" #)" #*" #+" $""    Fig. 6. ESL compared to simple neuroevolution, and student-teacher learning in the simple world.

Management of Complex Dynamic Systems based on Model-Predictive Multi-objective Optimization. In: CIMSA 2006, La Coruña, Spain, pp. 64–69 (2006) 41. : A review of two industrial deployments of multi-criteria decision-making systems at General Electric. edu Abstract. Neuroevolution is a promising approach for constructing intelligent agents in many complex tasks such as games, robotics, and decision making. It is also well suited for evolving team behavior for many multiagent tasks. However, new challenges and opportunities emerge in such tasks, including facilitating cooperation through reward sharing and communication, accelerating evolution through social learning, and measuring how good the resulting solutions are.

It is likely that this lack of hierarchy and strict maintenance of equality has been pivotal in the development of human society and in separating humans from other primates [10]. It is interesting to see that the same conclusion follows from computational experiments on social learning: Egalitarianism promotes diversity, which in turn allows the Multiagent Learning through Neuroevolution 43 population as a whole to achieve better performance. Given how difficult it may be to verify social and computational intelligence hypotheses directly, computational simulations may prove instrumental in testing and refining it further in the future.

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Advances in Computational Intelligence: IEEE World Congress on Computational Intelligence, WCCI 2012, Brisbane, Australia, June 10-15, 2012. Plenary/Invited Lectures by Piero P. Bonissone (auth.), Jing Liu, Cesare Alippi, Bernadette Bouchon-Meunier, Garrison W. Greenwood, Hussein A. Abbass (eds.)


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