Evoptool: An extensible toolkit for evolutionary optimization algorithms comparison

This paper presents Evolutionary Optimization Tool (Evoptool), an optimization toolkit that implements a set of meta-heuristics based on the Evolutionary Computation paradigm. Evoptool provides a common platform for the development and test of new algorithms, in order to facilitate the performance c...

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Vydáno v:IEEE Congress on Evolutionary Computation s. 1 - 8
Hlavní autoři: Valentini, G, Malago, L, Matteucci, M
Médium: Konferenční příspěvek
Jazyk:angličtina
Vydáno: IEEE 01.07.2010
Témata:
Algorithm design and analysis
Bayesian methods
Benchmark testing
Estimation
Evolutionary computation
Libraries
Optimization
ISBN:1424469090, 9781424469093
ISSN:1089-778X
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Shrnutí:This paper presents Evolutionary Optimization Tool (Evoptool), an optimization toolkit that implements a set of meta-heuristics based on the Evolutionary Computation paradigm. Evoptool provides a common platform for the development and test of new algorithms, in order to facilitate the performance comparison activity. The toolkit offers a wide set of benchmark problems, from classical toy examples to complex tasks, and a collection of implementations of algorithms from the Genetic Algorithms and Estimation of Distribution Algorithms paradigms. Evoptool is flexible and easy to extend, also with algorithms based on other approaches that go beyond Evolutionary Computation.
ISBN:1424469090
9781424469093
ISSN:1089-778X
DOI:10.1109/CEC.2010.5586138