Other packages > Find by keyword >

flashlight  

Shed Light on Black Box Machine Learning Models
View on CRAN: Click here


Download and install flashlight package within the R console
Install from CRAN:
install.packages("flashlight")

Install from Github:
library("remotes")
install_github("cran/flashlight")

Install by package version:
library("remotes")
install_version("flashlight", "1.0.0")



Attach the package and use:
library("flashlight")
Maintained by
Michael Mayer
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2019-08-25
Latest Update: 2023-05-10
Description:
Shed light on black box machine learning models by the help of model performance, variable importance, global surrogate models, ICE profiles, partial dependence (Friedman J. H. (2001) ), accumulated local effects (Apley D. W. (2016) ), further effects plots, interaction strength, and variable contribution breakdown (Gosiewska and Biecek (2019) ). All tools are implemented to work with case weights and allow for stratified analysis. Furthermore, multiple flashlights can be combined and analyzed together.
How to cite:
Michael Mayer (2019). flashlight: Shed Light on Black Box Machine Learning Models. R package version 1.0.0, https://cran.r-project.org/web/packages/flashlight. Accessed 28 Oct. 2026.
Previous versions and publish date:
(2026-07-09 07:39), 0.1.0 (2019-08-25 09:20), 0.2.0 (2019-09-18 11:10), 0.3.0 (2019-10-13 09:30), 0.4.0 (2019-11-10 09:50), 0.5.0 (2019-12-05 18:00), 0.6.0 (2020-01-19 20:30), 0.7.0 (2020-03-12 12:10), 0.7.1 (2020-03-20 16:50), 0.7.2 (2020-04-14 14:00), 0.7.3 (2020-06-20 14:30), 0.7.4 (2021-01-10 19:30), 0.7.5 (2021-02-13 11:00), 0.8.0 (2021-04-21 08:00), 0.9.0 (2023-05-10 04:40)
Other packages that cited flashlight R package
View flashlight citation profile
Other R packages that flashlight depends, imports, suggests or enhances
Complete documentation for flashlight
Functions, R codes and Examples using the flashlight R package
Some associated functions: add_shap . all_identical . auto_cut . cut3 . flashlight . grouped_center . grouped_counts . grouped_stats . grouped_weighted_mean . is.flashlight . light_breakdown . light_check . light_combine . light_effects . light_global_surrogate . light_ice . light_importance . light_interaction . light_performance . light_profile . light_profile2d . light_recode . light_scatter . most_important . multiflashlight . plot.light_breakdown . plot.light_effects . plot.light_global_surrogate . plot.light_ice . plot.light_importance . plot.light_performance . plot.light_profile . plot.light_profile2d . plot.light_scatter . plot_counts . predict.flashlight . predict.multiflashlight . print.flashlight . print.light . print.multiflashlight . residuals.flashlight . residuals.multiflashlight . response . 
Some associated R codes: add_shap.R . ale_profile.R . all_identical.R . auto_cut.R . common_breaks.R . cut3.R . flashlight.R . grouped_center.R . grouped_counts.R . grouped_stats.R . grouped_weighted_mean.R . is_flashlight.R . light_breakdown.R . light_check.R . light_combine.R . light_effects.R . light_global_surrogate.R . light_ice.R . light_importance.R . light_interaction.R . light_performance.R . light_profile.R . light_profile2d.R . light_recode.R . light_scatter.R . most_important.R . multiflashlight.R . plot_counts.R . plot_light_breakdown.R . plot_light_effects.R . plot_light_global_surrogate.R . plot_light_ice.R . plot_light_importance.R . plot_light_performance.R . plot_light_profile.R . plot_light_profile2d.R . plot_light_scatter.R . predict_flashlight.R . predict_multiflashlight.R . print_flashlight.R . print_light.R . print_multiflashlight.R . residuals_flashlight.R . residuals_multiflashlight.R . response.R . utils.R . zzz.R .  Full flashlight package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

ncdf4  
Interface to Unidata netCDF (Version 4 or Earlier) Format Data Files
Provides a high-level R interface to data files written using Unidata's netCDF library (version 4 or ...
Download / Learn more Package Citations See dependency  
msamp  
Estimate Sample Size to Detect Bacterial Contamination in a Product Lot
Estimates the sample size needed to detect microbial contamination in a lot with a user-specified d ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
NPHazardRate  
Nonparametric Hazard Rate Estimation
Provides functions and examples for histogram, kernel (classical, variable bandwidth and transformat ...
Download / Learn more Package Citations See dependency  
cats  
Cohort Platform Trial Simulation
Cohort plAtform Trial Simulation whereby every cohort consists of two arms, control and experimenta ...
Download / Learn more Package Citations See dependency  

29,218

R Packages

247,686

Dependencies

77,281

Author Associations

29,219

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA