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Eberling, Markus: Multi-criteria cooperation in multiagent systems by local adaptation. 2011
Inhalt
Introduction
Research Contributions
Overview of the Thesis
Foundations and Related Work
Agents and Multiagent Systems
Intelligent Agents
Multiagent Systems
Specific Terminology
Learning
Emergence
Altruistic and Egoistic Behavior
Related Work
Artificial Societies
Task Allocation Problem
Dynamic Task Allocation
Task Allocation in Social Networks
Imitation-based Learning and Memetics
Conclusion
Formal Model and Scenario Description
Agents and Multiagent System
Scenario Description
Selection Strategies for the Ideal Set
Adaptation Strategies
Social Networking
Overview on System's Parameter
Conclusion
Formal Analysis
Skills in the Agents' Vicinity
Value Propagation in Small Networks
The Simplest Scenario
A Simple Scenario Without Convergence
Computational Complexity
Conclusion
Experimental Results
Basic Experimental Setup
Cooperation Cost-Factor
Strength of Adaptation
Size of Elite Set
Number of Propositions
Influence of the Tolerance
Adaptation Strength Strategies
Ideal Selection Strategies
Size of the Neighborhoods
Complexity of Jobs
Size of Skill Sets
Influence of the Job Factor
Interdependencies between Selected Parameters
Combined Influence of Neighborhoods and Skills
Different Random Distributions
Number of Agents
Conclusion
Influence of Network Structures
Graph Theory and Important Network Measurements
Network Types
Random Networks
Regular Networks
Scale-free Networks
Small-World Network
Experimental Setup
Static Networks
Dynamic Networks
Networks with Low Dynamics
Networks with High Dynamics
Regular Ring and Ratings for Cooperation
Cooperation in Lattice Structures
Conclusion
Introducing Capacity Constraints
Extension of Formal Model
Analytical Results
Experimental Results
Processing Jobs with Capacities
Reasoning about Known Job-Sets
Conclusion
Strategies for Social Networking
Advanced Strategies
Experimental Results
Conclusion
Conclusion and Future Work
Conclusion
Future Work
Index
List of Figures
List of Tables
Own Publications
Bibliography
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