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mosmafs
View on CRAN: Click
here
Download and install mosmafs package within the R console
Install from CRAN:
install.packages("mosmafs")
Install from Github:
library("remotes")
install_github("cran/mosmafs")
Install by package version:
library("remotes")
install_version("mosmafs", "0.1.2-1")
Attach the package and use:
library("mosmafs")
Maintained by
Martin Binder
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
First Published: 2020-01-22
Latest Update: 2023-03-28
Description:
Performs simultaneous hyperparameter tuning andfeature selection through both single-objective and multi-objectiveoptimization as described in Binder Moosbauer et al. 2019 arXiv1912.12912.Uses the ecr-package as basis but adds mixed integerevolutionary strategies and multi-fidelity functionality as well as operatorsspecific for the problem of feature selection.
How to cite:
Martin Binder (2020). mosmafs: Multi-Objective Simultaneous Model and Feature Selection. R package version 0.1.2-1, https://cran.r-project.org/web/packages/mosmafs. Accessed 26 Apr. 2025.
Previous versions and publish date:
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Other R packages that mosmafs depends,
imports, suggests or enhances
Functions, R codes and Examples using
the mosmafs R package
Some associated functions: availableAttributes . clonetask . collectResult . combine.operators . constructEvalSetting . cpoSelector . create.hypersphere.data . create.linear.data . create.linear.toy.data . create.regr.task . fitnesses . getPopulations . getStatistics . initSelector . intifyMutator . listToDf . makeBaselineObjective . makeFilterMat . makeFilterStrategy . makeObjective . mosmafsTermEvals . mutBitflipCHW . mutDoubleGeom . mutGaussInt . mutGaussIntScaled . mutGaussScaled . mutPolynomialInt . mutRandomChoice . mutUniformInt . mutUniformMetaReset . mutUniformParametric . mutUniformReset . mutUniformResetSHW . naiveHoldoutDomHV . overallRankMO . paretoEdges . popAggregate . recGaussian . recIntIntermediate . recIntSBX . recPCrossover . selSimpleUnique . selTournamentMO . setMosmafsVectorized . slickEcr . slickEvaluateFitness . task.add.permuted.cols . task.add.random.cols . unbiasedHoldoutDomHV . valuesFromNames .
Some associated R codes: customnsga2.R . datagen.R . ecrshims.R . evalmosmafs.R . filtermat.R . objective.R . operators.R . plotting.R . selectorcpo.R . terminators.R . utils.R . zzz.R . Full mosmafs package functions and examples
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