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hstats
View on CRAN: Click
here
Download and install hstats package within the R console
Install from CRAN:
install.packages("hstats")
Install from Github:
library("remotes")
install_github("cran/hstats") Install by package version:
library("remotes")
install_version("hstats", "1.2.2") Attach the package and use:
library("hstats")
Maintained by
Michael Mayer
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2023-07-18
Latest Update: 2024-08-17
Description:
Fast, model-agnostic implementation of different H-statistics
introduced by Jerome H. Friedman and Bogdan E. Popescu (2008)
. These statistics quantify interaction
strength per feature, feature pair, and feature triple. The package
supports multi-output predictions and can account for case weights.
In addition, several variants of the original statistics are provided.
The shape of the interactions can be explored through partial
dependence plots or individual conditional expectation plots. 'DALEX'
explainers, meta learners ('mlr3', 'tidymodels', 'caret') and most
other models work out-of-the-box.
How to cite:
Michael Mayer (2023). hstats: Interaction Statistics. R package version 1.2.2, https://cran.r-project.org/web/packages/hstats. Accessed 05 Jun. 2026.
Previous versions and publish date:
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Other R packages that hstats depends,
imports, suggests or enhances
Complete documentation for hstats
Functions, R codes and Examples using
the hstats R package
Some associated functions: average_loss . dim.hstats_matrix . dimnames-set-.hstats_matrix . dimnames.hstats_matrix . h2 . h2_overall . h2_pairwise . h2_threeway . hstats . ice . multivariate_grid . partial_dep . pd_importance . perm_importance . plot.hstats . plot.hstats_matrix . plot.ice . plot.partial_dep . print.hstats . print.hstats_matrix . print.hstats_summary . print.ice . print.partial_dep . sub-.hstats_matrix . summary.hstats . univariate_grid .
Some associated R codes: average_loss.R . h2.R . h2_overall.R . h2_pairwise.R . h2_threeway.R . hstats.R . ice.R . losses.R . onLoad.R . partial_dep.R . pd_importance.R . pd_raw.R . perm_importance.R . utils_calculate.R . utils_grid.R . utils_input.R . utils_plot.R . utils_statistics.R . Full hstats package functions and examples
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