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Collective Intelligence (COIN)

Name: Collective Intelligence (COIN)
Brand: Scholars' Press
SKU: 07172554
Price: 56.78 EUR
Availability: InStock
Author: Wael Rashwan
ISBN: 9783639717341

Wael Rashwan

Língua

Inglês

Livro Capa mole

Código Libristo: 07172554

Editoras Scholars' Press, maio 2014

A complex system is usually hard to describe, because it consists of several elements that interact... Descrição completa

Código Libristo: 07172554

138 b

56.78 €

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A complex system is usually hard to describe, because it consists of several elements that interact with each other. Those interactions are often, and hence not directly proportional to their causes. Such complexity demands new approaches to design, control and optimize. This work explore the use of the COllective INtelligence (COIN) approach to address the challenges of the complex systems. A Collective is as a multi-agent system where each agent is self-interested, capable of learning. Also, the system has a well de ned objective function that rates the performance of the Collective. To demonstrate and explore the potential of the COIN theory, three experiments were investigated. In the rst experiment, we investigated the power of the COIN approach to optimize a variant of the congestion game with full communication level. In the second experiment, we investigated how the COIN approach behaves when there is a communication restriction among the agents. Finally, we applied the COIN theory to the network packet routing problem with di erent topologies.