mgo.evolution.dominance.scala Maven / Gradle / Ivy
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/*
* Copyright (C) 2015 Romain Reuillon
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU Affero General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see .
*/
package mgo.evolution
object dominance {
/**
* Dominance type between 2 solution
*/
trait Dominance {
def isDominated(p1: Seq[Double], p2: Seq[Double]): Boolean
}
/**
* A point dominates another if the other is not better on any objective
*/
lazy val nonStrictDominance: Dominance = new Dominance {
override def isDominated(p1: Seq[Double], p2: Seq[Double]): Boolean =
p1 != p2 && !(p1 zip p2).exists { case (g1, g2) => g1 < g2 }
}
/**
* A point dominates another if all its objective are better
*/
lazy val strictDominance: Dominance = new Dominance {
override def isDominated(p1: Seq[Double], p2: Seq[Double]): Boolean =
(p1 zip p2).forall { case (g1, g2) => g2 < g1 }
}
/**
* A point is dominated if all its objectif are above another point in a range
* of epsilon A.G. Hernández-Díaz, L.V. Santana-Quintero, C.A.C. Coello, and
* J.M. Luque, "Pareto-adaptive epsilon-dominance",
* presented at Evolutionary Computation, 2007, pp.493-517.
*/
def nonStrictEpsilonDominance(epsilons: Seq[Double]): Dominance = new Dominance {
override def isDominated(p1: Seq[Double], p2: Seq[Double]): Boolean =
!(p1 zip p2 zip epsilons).exists {
case (((g1, g2), e)) => g2 > e + g1
}
}
def strictEpsilonDominance(epsilons: Seq[Double]): Dominance = new Dominance {
override def isDominated(p1: Seq[Double], p2: Seq[Double]): Boolean =
(p1 zip p2 zip epsilons).forall {
case (((g1, g2), e)) => g1 > g2 + e
}
}
}