Genetic programming (videotape): the movie
Genetic programming (videotape): the movie
Parallel genetic programming: a scalable implementation using the transputer network architecture
Advances in genetic programming
Efficient and Accurate Parallel Genetic Algorithms
Efficient and Accurate Parallel Genetic Algorithms
Analyzing synchronous and asynchronous parallel distributed genetic algorithms
Future Generation Computer Systems - Special issue on bio-impaired solutions to parallel processing problems
Experimental Study of Multipopulation Parallel Genetic Programming
Proceedings of the European Conference on Genetic Programming
Studying the Influence of Communication Topology and Migration on Distributed Genetic Programming
EuroGP '01 Proceedings of the 4th European Conference on Genetic Programming
A Distributed Computing Environment for Genetic Programming Using MPI
Proceedings of the 7th European PVM/MPI Users' Group Meeting on Recent Advances in Parallel Virtual Machine and Message Passing Interface
An Empirical Study of Multipopulation Genetic Programming
Genetic Programming and Evolvable Machines
Automated shape composition based on cell biology and distributed genetic programming
Proceedings of the 10th annual conference on Genetic and evolutionary computation
P-CAGE: an environment for evolutionary computation in peer-to-peer systems
EuroGP'06 Proceedings of the 9th European conference on Genetic Programming
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Three models of distributed Genetic Programming are presented comprising synchronous and asynchronous communication. These three models are compared with each other and with the standard panmictic model on three well known Genetic Programming benchmarks. The measures used are the computational effort, the phenotypic entropy of the populations, and the execution time. We find that all the distributed models are better than the sequential one in terms of effort and time. The differences among the distributed models themselves are rather small in terms of effort but one of the asynchronous models turns out to be significantly faster. The entropy confirms that migration helps in conserving some phenotypic diversity in the populations.