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Simulation of Coalition Structure Generation in Multi-Agent Systems

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Gabriele D'Angelo
Gabriele D'Angelo
Economy & FinanceTechnology
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Gabriele D’Angelo <gda@cs.unibo.it> http://www.cs.unibo.it/gdangelo/ joint work with: Giovanni Rossi Dipartimento di Scienze dell’Informazione Università di Bologna PADS 2008, Rome (Italy) Parallel and Distributed Simulation of Coalition Structure Generation in Cooperative Multi-agent Systems
Presentation outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Cooperative Multi-Agent Systems ,[object Object],[object Object],[object Object],[object Object]
Coalition Structure Generation (CSG) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Real-world examples ,[object Object],[object Object],[object Object],[object Object],[object Object]
Simulation of CSG ,[object Object],[object Object],[object Object],[object Object],[object Object]
Simulator design and implementation: logical structure ,[object Object],[object Object]
Simulator design and implementation: GAIA+ and COALA ,[object Object],[object Object],[object Object]
Simplest simulated scenario ,[object Object],[object Object],[object Object],[object Object],[object Object]
Preliminary experimental evaluation GW normalized Global Worth of the coalition structure (higher is better) Alpha normalized exploration parameter of the heuristic
Work in progress ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Gabriele D’Angelo <gda@cs.unibo.it> http://www.cs.unibo.it/gdangelo/ joint work with: Giovanni Rossi Dipartimento di Scienze dell’Informazione Università di Bologna PADS 2008, Rome (Italy) Parallel and Distributed Simulation of Coalition Structure Generation in Cooperative Multi-agent Systems

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Simulation of Coalition Structure Generation in Multi-Agent Systems

  • 1. Gabriele D’Angelo <gda@cs.unibo.it> http://www.cs.unibo.it/gdangelo/ joint work with: Giovanni Rossi Dipartimento di Scienze dell’Informazione Università di Bologna PADS 2008, Rome (Italy) Parallel and Distributed Simulation of Coalition Structure Generation in Cooperative Multi-agent Systems
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  • 10. Preliminary experimental evaluation GW normalized Global Worth of the coalition structure (higher is better) Alpha normalized exploration parameter of the heuristic
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  • 12. Gabriele D’Angelo <gda@cs.unibo.it> http://www.cs.unibo.it/gdangelo/ joint work with: Giovanni Rossi Dipartimento di Scienze dell’Informazione Università di Bologna PADS 2008, Rome (Italy) Parallel and Distributed Simulation of Coalition Structure Generation in Cooperative Multi-agent Systems