Many Objective Evolutionary Algorithm

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Documentation for package ‘MaOEA’ version 0.6.2

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MaOEA-package Many-Objective Evolutionary Algorithm
AdaptiveNormalization Objective space normalization.
cmaes_gen Generator for cmaes_gen class.
compute_R2HV Modified powered tchebyscheff R2-indicator designed to approximate HV
compute_R2HVC Modified tchebyscheff R2-indicator contribution designed to approximate HV
compute_R2mtch Modified tchebyscheff R2-indicator
createWeights Das and Dennis's structured weight generation, normal boundary intersection (NBI).
createWeightsSobol Sobol sequence weights
DTLZ1 The DTLZ1 test function.
DTLZ2 The DTLZ2 test function.
DTLZ3 The DTLZ3 test function.
DTLZ4 The DTLZ4 test function.
EvaluateIndividual Evaluate objective values of a single individual
EvaluatePopulation Evaluate objective value of a set of individuals
GetHVContribution Get HV contribution of all points.
GetHypervolume Compute hypervolume
GetIGD Get IGD value
GetLeastContribution Get least HV contribution
GetLeastContributor Get least HV contributor
InitializePopulationLHS Initialize population with Latin Hypercube Sampling
install_python_dependencies Install python modules required by MaOEA: numpy and PyGMO
load_python_dependencies Install python modules required by MaOEA: numpy and PyGMO
MaOEA Many-Objective Evolutionary Algorithm
MOCMAES Multi-Objective CMA-ES
Normalize Objective space normalization.
NSGA3 Elitist Non-dominated Sorting Genetic Algorithm version III
optimMaOEA Elitist Non-dominated Sorting Genetic Algorithm version III
SMOCMAES Steady-state Multi-Objective CMA-ES
SMSEMOA S-Metric Selection EMOA
WFG1 The WFG1 test function.
WFG2 The WFG2 test function.
WFG4 The WFG4 test function.
WFG5 The WFG5 test function.
WFG6 The WFG6 test function.
WFG7 The WFG7 test function.
WFG8 The WFG8 test function.
WFG9 The WFG9 test function.