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The Annals of Applied Probability
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The Annals of Applied Probability
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A new genetic algorithm

Authors: Cerf, Raphaël;

A new genetic algorithm

Abstract

Summary: Here is a new genetic algorithm. It is built by perturbing randomly a two operator crossover-selection scheme. A new selection mechanism is used. The random vanishing perturbations are twofold: local perturbations of the individuals (mutations) and loosening of the selection pressure. When the population size is greater than a critical value which depends strongly on the optimization problem, their delicate asymptotic interaction ensures the convergence (possibly in finite time) of the population toward the ideal attractor whose populations contain all the maxima of the fitness function.

Keywords

Mathematical programming, stochastic optimization, mutations, Markov chains (discrete-time Markov processes on discrete state spaces), 92D15, genetic algorithms, attractor, Large deviations, Problems related to evolution, Freidlin-Wentzell theory, loosening of the selection pressure, fitness function, genetic algorithm, 60J10, two operator crossover-selection scheme, local perturbations, 60F10

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    17
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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
17
Average
Top 10%
Average
Green
hybrid