Collectives and the Design of Complex Systems by Kagan Tumer

By Kagan Tumer

Increasingly strong pcs are making attainable dispensed structures made from many adaptive and self-motivated computational brokers. Such structures, while unusual through system-level functionality standards, are referred to as "collectives."

Collectives and the layout of complicated structures lays the basis for a technological know-how of collectives and describes the way to layout them for optimum functionality. An introductory survey bankruptcy is by means of descriptions of information-processing difficulties which may purely be solved by way of the joint activities of enormous groups of pcs, each one operating its personal advanced, decentralized machine-learning set of rules. next chapters learn the dynamics and buildings of collectives, in addition to deal with monetary, model-free, and control-theory methods to designing complicated structures. The paintings assumes a modest realizing of easy records and calculus.


Topics and Features:

Introduces the burgeoning technological know-how of collectives and its sensible functions in one worthwhile quantity

Combines techniques from identified researchers within the physics, economics, video game idea, biology, and synthetic intelligence (A.I.) groups

Analyzes the position of knowledge transmission in collectives, akin to within the minority video game, particular video game idea situations, and computational ecologies

Presents a extensive view of cutting-edge ideas and advancements within the box

Describes the advantages and promise of collectives-based layout of platforms, and explores fresh demanding situations confronted by means of researchers

Highlights the interdisciplinary worth to learning and utilizing collectives

Provides a finished topic index and chapter-ending bibliographies


With an obtainable kind that integrates key theoretical rules with purposes in real-world eventualities, this detailed monograph surveys the most recent examine at the dynamics of collectives, their A.I.-related features, and important layout concerns concerning them. computing device scientists, desktop engineers, and practitioners, researchers, and graduate scholars with an curiosity during this new and growing to be box will locate the ebook an authoritative advent and resource.

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Extra resources for Collectives and the Design of Complex Systems

Example text

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