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» Prey-Predator Strategies in a Multiagent System
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ECML
2004
Springer
14 years 1 months ago
Analyzing Multi-agent Reinforcement Learning Using Evolutionary Dynamics
In this paper, we show how the dynamics of Q-learning can be visualized and analyzed from a perspective of Evolutionary Dynamics (ED). More specifically, we show how ED can be use...
Pieter Jan't Hoen, Karl Tuyls
SE
2007
13 years 9 months ago
Toward the design of self-organizing dynamics
: A growing demand for distributed and decentralized software, together with an increasing inherent complexity of these systems challenges traditional software engineering practice...
Jan Sudeikat
ATAL
2005
Springer
14 years 1 months ago
A distributed framework for solving the Multiagent Plan Coordination Problem
We examine whether and how the Multiagent Plan Coordination Problem, the problem of resolving interactions between the plans of multiple agents, can be cast as a Distributed Const...
Jeffrey S. Cox, Edmund H. Durfee, Thomas Bartold
SKG
2006
IEEE
14 years 1 months ago
A Hybrid Negotiation Mechanism among Agent Strategies
Agents will adopt different strategies in the multiagent systems. However, the strategies of agents may produce conflicts. While agents coordinate with each other in the operation...
Yichuan Jiang, Toru Ishida
ATAL
2007
Springer
13 years 11 months ago
A reinforcement learning based distributed search algorithm for hierarchical peer-to-peer information retrieval systems
The dominant existing routing strategies employed in peerto-peer(P2P) based information retrieval(IR) systems are similarity-based approaches. In these approaches, agents depend o...
Haizheng Zhang, Victor R. Lesser