Package org.moeaframework.analysis.tools

package org.moeaframework.analysis.tools
Command line tools for evaluating MOEAs and analyzing results. Most of these tools are designed for producing control maps and performing sensitivity analysis on parameters. These are largely based on the paper cited below.

References:

  1. Hadka, D. and Reed, P. "Diagnostic Assessment of Search Controls and Failure Modes in Many-Objective Evolutionary Optimization." Evolutionary Computation, 20(3):423-452.
  • Classes
    Class
    Description
    Analysis
    Command line utility for calculating the best, probability of attainment, efficiency and controllability metrics.
    ARFFConverter
    Converts a result file into an ARFF file that can be loaded into various data mining software (e.g., Weka).
    Evaluator
    Command line utility for evaluating an algorithm using many parameterizations.
    ExtractData
    Command line utility for extracting data from a result file.
    Negater
    Command line utility for negating objective values in result files.
    ReferenceSetMerger
    Utility for merging two or more populations identified by unique sources and determining the contribution of each source to the combined non-dominated population.
    ResultFileEvaluator
    Command line utility for evaluating the approximation sets stored in a result file and computing its metric file.
    ResultFileInfo
    Command line utility for counting the number of entries in a result file.
    ResultFileMerger
    Command line utility for merging the approximation sets stored in one or more result files.
    ResultFileSeedMerger
    Command line utility for merging the approximation sets in one or more result files across the seeds.
    RuntimeEvaluator
    Command line utility for evaluating an algorithm using many parameterizations.
    SampleGenerator
    Command line utility for producing randomly-generated parameters for use by the Evaluator or RuntimeEvaluator.
    SetContribution
    Command line utility for reporting the number of solutions in a set that are contained within a reference set.
    SetGenerator
    Command line utility for generating reference sets for a given problem.
    SetHypervolume
    Command line utility for calculating the hypervolume of approximation sets.
    SimpleStatistics
    Command line utility for computing statistics across multiple data files.
    SobolAnalysis
    Global sensitivity analysis of blackbox model output using Saltelli's improved Sobol' global variance decomposition procedure.
    Solve
    Command line utility for solving an optimization problem using any of the supported optimization algorithms.