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EEEA (version 1.0.0)

Explicit Exploration Strategy for Evolutionary Algorithms

Description

Implements an explicit exploration strategy for evolutionary algorithms in order to have a more effective search in solving optimization problems. Along with this exploration search strategy, a set of four different Estimation of Distribution Algorithms (EDAs) are also implemented for solving optimization problems in continuous domains. The implemented explicit exploration strategy in this package is described in Salinas-Gutiérrez and Muñoz Zavala (2023) .

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Version

Install

install.packages('EEEA')

Monthly Downloads

145

Version

1.0.0

License

GPL-3

Maintainer

Rogelio Salinas Gutiérrez Developer

Last Published

April 24th, 2025

Functions in EEEA (1.0.0)

EDA.mnorm

Distribution estimation algorithm with multivariate normal distribution.
weierstrass

Weierstrass Function for Benchmarking Optimization Algorithms
modified_schwefel

Modified Schwefel Function for Benchmarking Optimization Algorithms
rosenbrock

Rosenbrock function for optimization problems
sphere

Sphere Function for Benchmarking Optimization Algorithms
two_axes

Two Axes function for optimization problems
trid

Trid function for optimization problems
griewank

Griewank Function for Benchmarking Optimization Algorithms
rastrigin

Rastrigin function for optimization problems
happy_cat

Happy Cat Function for Benchmarking Optimization Algorithms
zakharov

Zakharov function for optimization problems
schwefel_12

Schwefel 1.2 function for optimization problems
ackley

Ackley Function for Benchmarking Optimization Algorithms
EDA.ecdf

Distribution estimation algorithm with empirical cumulative distribution function (ECDF).
EDA.norm

Distribution estimation algorithm with normal distribution.
cigar_tablet

Cigar Tablet function for optimization problems
ellipsoid

Ellipsoid function for optimization problems
ExplicitExploration

Explicit exploration in evolutionary algorithms
EDA.hist

Distribution estimation algorithm with histograms.
expanded_schaffer

Expanded Schaffer's F6 Function for Benchmarking Optimization Algorithms
cigar

Cigar function for optimization problems