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Covergence and Knowledge Processing in Multi-Agent Systems

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ISBN-10: 1848820623

ISBN-13: 9781848820623

Edition: 2009

Authors: Maria Chli, Philippe De Wilde

List price: $255.95
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Description:

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…    
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Book details

List price: $255.95
Copyright year: 2009
Publisher: Springer
Publication date: 3/1/2009
Binding: Hardcover
Pages: 143
Size: 6.10" wide x 9.25" long x 0.50" tall
Weight: 1.958
Language: English

Introduction
Background to the Research
Approach
Contributions
Reader's Guide to the Book
Research Issues
Multi-agent Systems
Agent-based Modelling
An Ecosystem Perspective of Multi-agent Systems
Convergence Issues
Interaction and Knowledge Exchange
Stability of Multi-agent Systems
Introduction
Background
Stability in Games
Stochastic Systems Primer
Definition of Stability
Example Games
Experiments
Trading Simulation Model
Load Transportation Model
Virus Spreading Model
The Market Demonstrator
Conclusion
Limitations and Future Work
Achievements
The Emergence of Knowledge Exchange: An Agent-based Model of a Software Market
Introduction
Digital Business Ecosystem
A DBE Economy
Market Efficiency
Background
Exchange in Economic Markets
The Software Industry
An Agent-based Model of the DBE
Agent-based Modelling
The Setting
Exchange of Services
Discussion
Analysis of the Model
Service Exchange
Market Efficiency
Concluding Remarks
Collaborative Query Expansion
Introduction
Query Expansion
Discriminative Document Terms
Term Value
Implementation
Initial Phase
Stemming
Common Word Filtering
Term Selection
Evaluation
Experiments
Evaluation Results
Introducing User Collaboration for Query Expansion
Collaboration Procedure
Comparing Sets of Terms
Example of Collaboration
Limitations and Future Work
Conclusions
Micro-economic Control of Distributed Intelligent Personal Assistants
Stable Strategies
Network of Intelligent Personal Assistants
Definition of the Automatic PA
Further Specifications
The Intelligent Automatic PA
Negotiating and Optimizing Agents
An Example
Finding a Stable Strategy
The Discrete Event Simulator
A Stable Strategy
Conclusion
Conclusions and Future Work
Contributions
Future Directions
Ecosystems of Networked Businesses
Exchange in Natural Ecosystems
Concluding Remarks
Appendices
The EEII Project
Statistical Analysis
Statistical Hypothesis Testing
Tests for Showing That Two Samples Come from the Same Distribution
Methodology: Evolutionary Algorithms
References
Index