Convergence and Knowledge Processing in Multi-Agent Systems
Buch in deiner Nähe kaufen
Beschreibung
Multi-agent systems are complex systems comprised of multiple intelligent agents that act either independently or in cooperation with one another. Agent-based modelling is a method for studying complex systems like economies, societies, ecologies etc. Due to their complexity, very often mathematical analysis is limited in its ability to analyse such systems. In this case, agent-based modelling offers a practical, constructive method of analysis.
The objective of this book is to shed light on some emergent properties of multi-agent systems. The authors focus their investigation on the effect of knowledge exchange on the convergence of complex, multi-agent systems.
Agent systems are being used to model complex systems like societies, markets and biological systems. In this book we investigate issues of agent systems related to convergence and interactivity using techniques from agent based modelling to simulate complex systems, and demonstrate that interactivity/exchange and convergence in multi-agent systems are issues that are significantly interrelated.
Topic and features: - Introduces the state of the art in multi-agent systems, with an emphasis on agent-based computational economics. - Sheds light on the fundamental concepts behind the stability of multi-agent systems. - Investigates knowledge exchange among agents, the rationale behind it and its effects on the ecosystem. - Explores how information provided through interaction with the system can be used to optimise its performance. - Describes a pricing strategy for a realistic large-scale distributed system.
This book supplies a comprehensive resource and will be invaluable reading for researchers and postgraduates studying this topic.
Sheds light upon the complex interrelation between interactivity/exchange and convergence in multi-agent systems, for the first time Provides practical applications of convergence and equilibria in multi-agent systems Previous knowledge of neither game theories nor stochastic processes is required
Autor*in
Maria Chli
Themen in »Convergence and Knowledge Processing in Multi-Agent Systems«
Adaptive behaviour Agent-based Computational Economics Decision Making Distributed Systems Economics Equilibrium Distribution Games Intelligent agents Multi-agent systems Stability evolutionary algorithm multi-agent system