Title | ||
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Analysing the performance of different population structures for an agent-based evolutionary algorithm |
Abstract | ||
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The Evolvable Agent model is a Peer-to-Peer Evolutionary Algorithm [4] which focuses on distributed optimisation over Peer-to-Peer infrastructures [7]. The main idea of the model is that every agent (i.e. individual) is designated as a peer (i.e. network node) and adopts a decentralised population structure defined by the underlying Peer-to-Peer protocol newscast [3]. That way, the population structure acquires a small network diameter which allows a fast dissemination of the best solutions. Additionally, speed of propagation holds with scaling network sizes due to the logarithmic growth of the network diameter. |
Year | DOI | Venue |
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2011 | 10.1007/978-3-642-25566-3_45 | LION |
Keywords | Field | DocType |
population structure,decentralised population structure,underlying peer-to-peer protocol newscast,agent-based evolutionary algorithm,different population structure,evolvable agent model,network size,peer-to-peer infrastructure,peer-to-peer evolutionary algorithm,small network diameter,network diameter,network node | Network formation,Population,Evolutionary algorithm,Computer science,Content addressable network,Logarithmic growth,Node (networking),Scaling,Population structure,Distributed computing | Conference |
Citations | PageRank | References |
2 | 0.39 | 5 |
Authors | ||
7 |
Name | Order | Citations | PageRank |
---|---|---|---|
J. L. Laredo | 1 | 69 | 5.89 |
J. J. Merelo | 2 | 363 | 33.51 |
C. M. Fernandes | 3 | 6 | 0.83 |
A. M. Mora | 4 | 99 | 10.00 |
M. G. Arenas | 5 | 48 | 6.27 |
P. A. Castillo | 6 | 134 | 13.95 |
P. Garcia-Sanchez | 7 | 2 | 0.39 |