8. Glossary
Adapting to the environment; fitness
Function optimized by an evolutionary algorithm, used within the selection operator. Also called "evaluation" or "performance" function. It need not be continuous or derivable.
Algorithme évolutionnaire (AE); evolutionary algorithm (EA)
Generic name for heuristics or stochastic optimization algorithms inspired by the theory of Darwinian evolution.
Estimate of distribution algorithm (EDA)
Optimization heuristic operating on a continuous space (real) and evolving a distribution representing the probability of finding the optimum in a given region. Successive populations are generated by sampling the distribution. The CMA-ES (covariance matrix adaptation evolution strategy) algorithm belongs to this category.
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Bibliography
Software tools
Inspyred, a library of bioinspired algorithms in Python language
https://pythonhosted.org/inspyred/
GAlib - C++ Genetic Algorithms Library
https://sourceforge.net/projects/galib/
Matlab Global Optimization...
Websites
Association Évolution artificielle
It brings together French researchers in this field and organizes international conferences (EA), conferences and schools.
SIGEVO, Special Interest Group on Genetic and Evolutionary Computation
Events
ACM Genetic and Evolutionary Computation Conference (GECCO)
https://dl.acm.org/conference/gecco
IEEE Congress on Evolutionary Computation (CEC)
EvoStar
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