Files in xplainfi

Feature Importance Methods for Global Explanations

MD5

NEWS.md README.md

NAMESPACE

DESCRIPTION

R/MarginalReferenceSampler.R R/KnockoffSampler.R R/ConditionalSampler.R R/ConditionalARFSampler.R R/bibentries.R R/utils-parallel.R R/FeatureSampler.R R/utils-test.R R/SAGE-conditional.R R/ConditionalCtreeSampler.R R/predict-batched.R R/op-null-default.R R/wvim-design-matrix.R R/data-sim.R R/check_groups.R R/WVIM.R R/MarginalSampler.R R/utils-params.R R/sage-internals.R R/MarginalPermutationSampler.R R/SAGE.R R/ConditionalGaussianSampler.R R/utils-pkg.R R/xplainfi-package.R R/utils-mlr3.R R/SAGE-marginal.R R/zzz.R R/PerturbationImportance.R R/ConditionalKNNSampler.R R/utils-opt.R R/FeatureImportanceMethod.R R/utils-importance.R

inst/doc/simulation-settings.html

inst/doc/xplainfi.html

inst/doc/xplainfi.Rmd inst/doc/simulation-settings.R inst/doc/simulation-settings.Rmd inst/doc/feature-samplers.Rmd inst/doc/xplainfi.R inst/doc/feature-samplers.R

inst/doc/feature-samplers.html

build/vignette.rds

build/partial.rdb

tests/testthat.R tests/testthat/test-ConditionalGaussianSampler.R tests/testthat/test-bibentries.R tests/testthat/test-pretrained.R tests/testthat/helper-feature-importance.R tests/testthat/test-CFI.R tests/testthat/test-variance-estimation.R tests/testthat/test-RFI.R tests/testthat/test-MarginalSAGE.R tests/testthat/helper-samplers.R tests/testthat/test-xplain_options.R tests/testthat/test-utils-sage.R tests/testthat/test-data-sim.R tests/testthat/test-ConditionalCtreeSampler.R tests/testthat/test-KnockoffSampler.R tests/testthat/test-require_package.R tests/testthat/test-MarginalReferenceSampler.R tests/testthat/test-WVIM.R tests/testthat/test-ConditionalSAGE.R tests/testthat/helper-importance.R tests/testthat/test-ConditionalARFSampler.R tests/testthat/test-has_obs_loss.R tests/testthat/setup.R tests/testthat/test-ConditionalKNNSampler.R tests/testthat/test-MarginalPermutationSampler.R tests/testthat/test-PFI.R tests/testthat/_problems/test-WVIM-225.R tests/testthat/_problems/test-WVIM-322.R tests/testthat/_problems/test-WVIM-273.R tests/testthat/_problems/test-CFI-93.R tests/testthat/_problems/test-PFI-92.R tests/testthat/_problems/test-WVIM-255.R tests/testthat/_problems/test-PFI-10.R tests/testthat/_problems/test-WVIM-92.R tests/testthat/_problems/test-WVIM-10.R tests/testthat/_problems/test-WVIM-340.R tests/testthat/_problems/test-CFI-368.R tests/testthat/_problems/test-CFI-49.R tests/testthat/_problems/test-WVIM-323.R tests/testthat/_problems/test-PFI-30.R tests/testthat/_problems/test-CFI-354.R tests/testthat/_problems/test-WVIM-298.R tests/testthat/_problems/test-variance-estimation-333.R tests/testthat/_problems/test-WVIM-206.R tests/testthat/_problems/test-CFI-12.R vignettes/xplainfi.Rmd vignettes/simulation-settings.Rmd vignettes/feature-samplers.Rmd man/xplainfi-package.Rd man/xplain_opt.Rd man/ConditionalSampler.Rd man/FeatureSampler.Rd man/op-null-default.Rd man/CFI.Rd man/KnockoffGaussianSampler.Rd man/print_bib.Rd man/sage_aggregate_predictions.Rd man/ConditionalSAGE.Rd man/PerturbationImportance.Rd man/ConditionalKNNSampler.Rd man/wvim_design_matrix.Rd man/ConditionalGaussianSampler.Rd man/sim_dgp_ewald.Rd man/MarginalSAGE.Rd man/FeatureImportanceMethod.Rd man/RFI.Rd man/ConditionalARFSampler.Rd man/KnockoffSampler.Rd man/ConditionalCtreeSampler.Rd man/PFI.Rd man/MarginalPermutationSampler.Rd man/MarginalReferenceSampler.Rd man/LOCO.Rd man/sage_batch_predict.Rd man/MarginalSampler.Rd man/check_groups.Rd man/SAGE.Rd man/WVIM.Rd man/sim_dgp_scenarios.Rd man/rsmp_all_test.Rd

man/figures/README-pfi-plot-1.png

xplainfi documentation built on Feb. 27, 2026, 1:08 a.m.