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xplainfi

Feature Importance Methods for Global Explanations

Provides a consistent interface for common feature importance methods as described in Ewald et al. (2024) <doi:10.1007/978-3-031-63797-1_22>, including permutation feature importance (PFI), conditional and relative feature importance (CFI, RFI), leave one covariate out (LOCO), and Shapley additive global importance (SAGE), as well as feature sampling mechanisms to support conditional importance methods.

Versions across snapshots

VersionRepositoryFileSize
1.1.0 rolling linux/jammy R-4.5 xplainfi_1.1.0.tar.gz 1.5 MiB
1.1.0 rolling linux/noble R-4.5 xplainfi_1.1.0.tar.gz 1.5 MiB
1.1.0 rolling source/ R- xplainfi_1.1.0.tar.gz 827.7 KiB
1.1.0 latest linux/jammy R-4.5 xplainfi_1.1.0.tar.gz 1.5 MiB
1.1.0 latest linux/noble R-4.5 xplainfi_1.1.0.tar.gz 1.5 MiB
1.1.0 latest source/ R- xplainfi_1.1.0.tar.gz 827.7 KiB
1.1.0 2026-04-26 source/ R- xplainfi_1.1.0.tar.gz 827.7 KiB
1.1.0 2026-04-23 source/ R- xplainfi_1.1.0.tar.gz 827.7 KiB
1.1.0 2026-04-09 windows/windows R-4.5 xplainfi_1.1.0.zip 1.5 MiB

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