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ecr  

Evolutionary Computation in R
View on CRAN: Click here


Download and install ecr package within the R console
Install from CRAN:
install.packages("ecr")

Install from Github:
library("remotes")
install_github("cran/ecr")

Install by package version:
library("remotes")
install_version("ecr", "2.1.1")



Attach the package and use:
library("ecr")
Maintained by
Jakob Bossek
[Scholar Profile | Author Map]
First Published: 2016-08-23
Latest Update: 2023-03-08
Description:
Framework for building evolutionary algorithms for both single- and multi-objective continuous or discrete optimization problems. A set of predefined evolutionary building blocks and operators is included. Moreover, the user can easily set up custom objective functions, operators, building blocks and representations sticking to few conventions. The package allows both a black-box approach for standard tasks (plug-and-play style) and a much more flexible white-box approach where the evolutionary cycle is written by hand.
How to cite:
Jakob Bossek (2016). ecr: Evolutionary Computation in R. R package version 2.1.1, https://cran.r-project.org/web/packages/ecr. Accessed 07 Apr. 2025.
Previous versions and publish date:
1.0.1 (2016-09-10 18:06), 1.0 (2016-08-23 15:25), 2.0.0 (2017-04-26 19:25), 2.1.0 (2017-07-10 14:27)
Other packages that cited ecr R package
View ecr citation profile
Other R packages that ecr depends, imports, suggests or enhances
Complete documentation for ecr
Functions, R codes and Examples using the ecr R package
Some associated functions: addUnionGroup . approximateRefPoints . approximateRefSets . asemoa . categorize . computeAverageHausdorffDistance . computeCrowdingDistance . computeDistanceFromPointToSetOfPoints . computeDominanceRanking . computeGenerationalDistance . computeIndicators . computeInvertedGenerationalDistance . doNondominatedSorting . dominated . dominated_hypervolume . dominates . ecr . ecr_parallelization . ecr_result . emoa_indicators . evaluateFitness . explode . filterDuplicated . generateOffspring . generatesMultipleChildren . generators . getFront . getIndividuals . getNumberOfChildren . getNumberOfParentsNeededForMating . getPopulationFitness . getPopulations . getSize . getStatistics . getSupportedRepresentations . initECRControl . initLogger . initParetoArchive . initPopulation . is.supported . isEcrOperator . makeECRMonitor . makeEMOAIndicator . makeMutator . makeOperator . makeOptimizationTask . makeRecombinator . makeSelector . makeTerminator . mcMST . mutBitflip . mutGauss . mutInsertion . mutInversion . mutJump . mutPolynomial . mutScramble . mutSwap . mutUniform . niceCellFormater . normalize . nsga2 . plotDistribution . plotFront . plotHeatmap . plotScatter2d . plotScatter3d . plotStatistics . recCrossover . recIntermediate . recOX . recPMX . recSBX . recUnifCrossover . reduceToSingleDataFrame . reference_point_approximation . registerECROperator . replace . selDomHV . selGreedy . selNondom . selRanking . selRoulette . selSimple . selTournament . select . setDominates . setup . setupECRDefaultMonitor . smsemoa . sortByObjective . stoppingConditions . toGG . toLatex . toParetoDf . transformFitness . updateLogger . updateParetoArchive . which.dominated . wrapChildren . 
Some associated R codes: PA.EMOA.approximatePoints.R . PA.EMOA.approximateRefPoints.R . PA.EMOA.approximateRefSets.R . PA.EMOA.computeDominanceRanking.R . PA.EMOA.dataprocessing.R . PA.EMOA.indicators.R . PA.EMOA.latex.formatters.R . PA.EMOA.latex.utils.R . PA.EMOA.makeEMOAIndicator.R . PA.EMOA.normalize.R . PA.EMOA.plotDistribution.R . PA.EMOA.plotScatter.R . PA.EMOA.plotScatter2d.R . PA.EMOA.plotScatter3d.R . PA.EMOA.summarize.R . PA.EMOA.toLatex.R . RcppExports.R . Result.R . checks.R . computeAverageHausdorffDistance.R . computeCrowdingDistance.R . computeHV.R . computeIndicators.R . data.R . doNondominatedSorting.R . doTerminate.R . docs.parallelization.R . dominates.R . ecr.R . emoa.as-emoa.R . emoa.nsga2.R . emoa.sms-emoa.R . evaluateFitness.R . generateOffspring.R . generators.R . getters.R . initECRControl.R . initPopulation.R . logger.default.R . makeMonitor.R . makeMutator.R . makeOperator.R . makeOptimizationTask.R . makeRecombinator.R . makeSelector.R . makeTerminator.R . monitor.default.R . operator.mutator.bitflip.R . operator.mutator.gauss.R . operator.mutator.insertion.R . operator.mutator.inversion.R . operator.mutator.jump.R . operator.mutator.polynomial.R . operator.mutator.scramble.R . operator.mutator.swap.R . operator.mutator.uniform.R . operator.recombinator.crossover.R . operator.recombinator.intermediate.R . operator.recombinator.ox.R . operator.recombinator.pmx.R . operator.recombinator.sbx.R . operator.recombinator.uniform.R . operator.selector.dominatedHypervolume.R . operator.selector.greedy.R . operator.selector.k-tournament.R . operator.selector.nondom.R . operator.selector.ranking.R . operator.selector.roulettewheel.R . operator.selector.simple.R . pareto.utils.R . paretoArchive.R . plotHeatmap.R . registerECRObject.R . replace.R . select.R . setup.R . terminators.R . transformFitness.R . utilities.R . zzz.R .  Full ecr package functions and examples
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