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hstats  

Interaction Statistics
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", "1.2.1")



Attach the package and use:
library("hstats")
Maintained by
Michael Mayer
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2023-07-18
Latest Update: 2024-02-03
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 1.2.1, https://cran.r-project.org/web/packages/hstats. Accessed 22 Dec. 2024.
Previous versions and publish date:
0.1.0 (2023-07-18 11:40), 0.2.0 (2023-09-03 18:40), 0.3.0 (2023-09-29 13:50), 1.0.0 (2023-10-21 18:00), 1.1.0 (2023-11-13 19:53), 1.1.1 (2023-12-06 08:30), 1.1.2 (2024-02-03 16:50), 1.2.0 (2024-07-12 14:30)
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