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Evolutionary

Evolutionary & genetic algorithms for Julia

Readme

Evolutionary

A Julia package for evolutionary & genetic algorithms.

Build Status Coverage Status Documentation Status

Installation

Pkg.add("Evolutionary")

Functionalities

Algorithms

  • (μ/ρ(+/,)λ)-SA-ES
  • (μ/μ_I,λ)-CMA-ES
  • Genetic Algorithms (GA)

Operators

  • Mutations

    • (an)isotropic mutation (for ES)
    • binary flip
    • real valued
    • combinatorial
      • inversion
      • insertion
      • swap2
      • scramble
      • shifting
  • Recombinations

    • average
    • marriage
  • Crossovers

    • binary
      • N-point
      • uniform
    • real valued
      • discrete
      • weighted average
      • intermediate
      • line
    • permutation
      • PMX
  • Selections

    • rank-based fitness assignment
    • (μ, λ)-uniform ranking
    • roulette
    • stochastic universal sampling (SUS)
    • tournament

TODO

  • Documentation
  • Concurrent implementation
  • Permutation crossovers
  • Selections

Resources

First Commit

09/08/2014

Last Touched

4 months ago

Commits

29 commits

Requires:

Used By: