org.apache.commons.math3.genetics

Class RandomKey<T>

java.lang.Object

org.apache.commons.math3.genetics.Chromosome

org.apache.commons.math3.genetics.AbstractListChromosome<Double>

org.apache.commons.math3.genetics.RandomKey<T>

Type Parameters:

T - type of the permuted objects

All Implemented Interfaces:

Comparable<Chromosome>, Fitness, PermutationChromosome<T>

public abstract class RandomKey<T>
extends AbstractListChromosome<Double>
implements PermutationChromosome<T>

Random Key chromosome is used for permutation representation. It is a vector of a fixed length of real numbers in [0,1] interval. The index of the i-th smallest value in the vector represents an i-th member of the permutation.

For example, the random key [0.2, 0.3, 0.8, 0.1] corresponds to the permutation of indices (3,0,1,2). If the original (unpermuted) sequence would be (a,b,c,d), this would mean the sequence (d,a,b,c).

With this representation, common operators like n-point crossover can be used, because any such chromosome represents a valid permutation.

Since the chromosome (and thus its arrayRepresentation) is immutable, the array representation is sorted only once in the constructor.

For details, see:

• Bean, J.C.: Genetic algorithms and random keys for sequencing and optimization. ORSA Journal on Computing 6 (1994) 154-160
• Rothlauf, F.: Representations for Genetic and Evolutionary Algorithms. Volume 104 of Studies in Fuzziness and Soft Computing. Physica-Verlag, Heidelberg (2002)

Since:

2.0

Constructor Summary

Constructors

Constructor and Description
RandomKey(Double[] representation) Constructor.
RandomKey(List<Double> representation) Constructor.

Method Summary

Modifier and Type	Method and Description
static <S> List<Double>	comparatorPermutation(List<S> data, Comparator<S> comparator) Generates a representation of a permutation corresponding to the data sorted by comparator.
List<T>	decode(List<T> sequence) Permutes the sequence of objects of type T according to the permutation this chromosome represents.
static List<Double>	identityPermutation(int l) Generates a representation corresponding to an identity permutation of length l which can be passed to the RandomKey constructor.
static <S> List<Double>	inducedPermutation(List<S> originalData, List<S> permutedData) Generates a representation of a permutation corresponding to a permutation which yields permutedData when applied to originalData.
static List<Double>	randomPermutation(int l) Generates a representation corresponding to a random permutation of length l which can be passed to the RandomKey constructor.
String	toString()

Methods inherited from class org.apache.commons.math3.genetics.AbstractListChromosome

getLength, newFixedLengthChromosome

Methods inherited from class org.apache.commons.math3.genetics.Chromosome

compareTo, getFitness, searchForFitnessUpdate

Methods inherited from class java.lang.Object

equals, getClass, hashCode, notify, notifyAll, wait, wait, wait

Methods inherited from interface org.apache.commons.math3.genetics.Fitness

fitness

Constructor Detail

RandomKey

public RandomKey(List<Double> representation)
          throws InvalidRepresentationException

Constructor.

Parameters:

representation - list of [0,1] values representing the permutation

Throws:

InvalidRepresentationException - iff the representation can not represent a valid chromosome

RandomKey

public RandomKey(Double[] representation)
          throws InvalidRepresentationException

Constructor.

Parameters:

representation - array of [0,1] values representing the permutation

Throws:

InvalidRepresentationException - iff the representation can not represent a valid chromosome

Method Detail

decode

public List<T> decode(List<T> sequence)

Permutes the sequence of objects of type T according to the permutation this chromosome represents. For example, if this chromosome represents a permutation (3,0,1,2), and the unpermuted sequence is (a,b,c,d), this yields (d,a,b,c).

Specified by:

decode in interface PermutationChromosome<T>

Parameters:

sequence - the unpermuted (original) sequence of objects

Returns:

permutation of sequence represented by this permutation

randomPermutation

public static final List<Double> randomPermutation(int l)

Generates a representation corresponding to a random permutation of length l which can be passed to the RandomKey constructor.

Parameters:

l - length of the permutation

Returns:

representation of a random permutation

identityPermutation

public static final List<Double> identityPermutation(int l)

Generates a representation corresponding to an identity permutation of length l which can be passed to the RandomKey constructor.

Parameters:

l - length of the permutation

Returns:

representation of an identity permutation

comparatorPermutation

public static <S> List<Double> comparatorPermutation(List<S> data,
                                                     Comparator<S> comparator)

Generates a representation of a permutation corresponding to the data sorted by comparator. The data is not modified during the process. This is useful if you want to inject some permutations to the initial population.

Type Parameters:

S - type of the data

Parameters:

data - list of data determining the order

comparator - how the data will be compared

Returns:

list representation of the permutation corresponding to the parameters

inducedPermutation

public static <S> List<Double> inducedPermutation(List<S> originalData,
                                                  List<S> permutedData)
                                           throws DimensionMismatchException,
                                                  MathIllegalArgumentException

Generates a representation of a permutation corresponding to a permutation which yields permutedData when applied to originalData. This method can be viewed as an inverse to decode(List).

Type Parameters:

S - type of the data

Parameters:

originalData - the original, unpermuted data

permutedData - the data, somehow permuted

Returns:

representation of a permutation corresponding to the permutation originalData -> permutedData

Throws:

DimensionMismatchException - iff the length of originalData and permutedData lists are not equal

MathIllegalArgumentException - iff the permutedData and originalData lists contain different data

toString

public String toString()

Overrides:

toString in class AbstractListChromosome<Double>