Filter Based Feature Selection for 'mlr3'


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Documentation for package ‘mlr3filters’ version 0.8.0

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mlr3filters-package mlr3filters: Filter Based Feature Selection for 'mlr3'
Filter Filter Base Class
FilterAnova ANOVA F-Test Filter
FilterAUC AUC Filter
FilterBoruta Burota Filter
FilterCarScore Correlation-Adjusted Marignal Correlation Score Filter
FilterCarSurvScore Correlation-Adjusted Survival Score Filter
FilterCMIM Minimal Conditional Mutual Information Maximization Filter
FilterCorrelation Correlation Filter
FilterDISR Double Input Symmetrical Relevance Filter
FilterFindCorrelation Correlation Filter
FilterImportance Filter for Embedded Feature Selection via Variable Importance
FilterInformationGain Information Gain Filter
FilterJMI Joint Mutual Information Filter
FilterJMIM Minimal Joint Mutual Information Maximization Filter
FilterKruskalTest Kruskal-Wallis Test Filter
FilterMIM Mutual Information Maximization Filter
FilterMRMR Minimum Redundancy Maximal Relevancy Filter
FilterNJMIM Minimal Normalised Joint Mutual Information Maximization Filter
FilterPerformance Predictive Performance Filter
FilterPermutation Permutation Score Filter
FilterRelief RELIEF Filter
FilterSelectedFeatures Filter for Embedded Feature Selection
FilterUnivariateCox Univariate Cox Survival Filter
FilterVariance Variance Filter
flt Syntactic Sugar for Filter Construction
flts Syntactic Sugar for Filter Construction
mlr3filters mlr3filters: Filter Based Feature Selection for 'mlr3'
mlr_filters Dictionary of Filters
mlr_filters_anova ANOVA F-Test Filter
mlr_filters_auc AUC Filter
mlr_filters_boruta Burota Filter
mlr_filters_carscore Correlation-Adjusted Marignal Correlation Score Filter
mlr_filters_carsurvscore Correlation-Adjusted Survival Score Filter
mlr_filters_cmim Minimal Conditional Mutual Information Maximization Filter
mlr_filters_correlation Correlation Filter
mlr_filters_disr Double Input Symmetrical Relevance Filter
mlr_filters_find_correlation Correlation Filter
mlr_filters_importance Filter for Embedded Feature Selection via Variable Importance
mlr_filters_information_gain Information Gain Filter
mlr_filters_jmi Joint Mutual Information Filter
mlr_filters_jmim Minimal Joint Mutual Information Maximization Filter
mlr_filters_kruskal_test Kruskal-Wallis Test Filter
mlr_filters_mim Mutual Information Maximization Filter
mlr_filters_mrmr Minimum Redundancy Maximal Relevancy Filter
mlr_filters_njmim Minimal Normalised Joint Mutual Information Maximization Filter
mlr_filters_performance Predictive Performance Filter
mlr_filters_permutation Permutation Score Filter
mlr_filters_relief RELIEF Filter
mlr_filters_selected_features Filter for Embedded Feature Selection
mlr_filters_univariate_cox Univariate Cox Survival Filter
mlr_filters_variance Variance Filter