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shapr: Explaining Machine Learning Models with Conditional Shapley Values in R and Python

2 April 2025

Martin Jullum

Lars Henry Berge Olsen

Papers citing "shapr: Explaining Machine Learning Models with Conditional Shapley Values in R and Python"

27 / 27 papers shown

Title
midr: Learning from Black-Box Models by Maximum Interpretation Decomposition Ryoichi Asashiba Reiji Kozuma Hirokazu Iwasawa 12 0 0 10 Jun 2025
Fast approximative estimation of conditional Shapley values when using a linear regression model or a polynomial regression model Fredrik Lohne Aanes FAtt 185 0 0 25 Apr 2025
shapiq: Shapley Interactions for Machine Learning Maximilian Muschalik Hubert Baniecki Fabian Fumagalli Patrick Kolpaczki Barbara Hammer Eyke Hüllermeier TDI 66 13 0 02 Oct 2024
Stabilizing Estimates of Shapley Values with Control Variates Jeremy Goldwasser Giles Hooker FAtt 74 5 0 11 Oct 2023
Algorithms to estimate Shapley value feature attributions Hugh Chen Ian Covert Scott M. Lundberg Su-In Lee TDI FAtt 93 236 0 15 Jul 2022
Using Shapley Values and Variational Autoencoders to Explain Predictive Models with Dependent Mixed Features Lars Henry Berge Olsen I. Glad Martin Jullum K. Aas TDI FAtt 100 17 0 26 Nov 2021
Sampling Permutations for Shapley Value Estimation Rory Mitchell Joshua N. Cooper E. Frank G. Holmes 94 121 0 25 Apr 2021
Grouped Feature Importance and Combined Features Effect Plot Quay Au J. Herbinger Clemens Stachl B. Bischl Giuseppe Casalicchio FAtt 98 47 0 23 Apr 2021
Improving KernelSHAP: Practical Shapley Value Estimation via Linear Regression Ian Covert Su-In Lee FAtt 72 173 0 02 Dec 2020
Causal Shapley Values: Exploiting Causal Knowledge to Explain Individual Predictions of Complex Models Tom Heskes E. Sijben I. G. Bucur Tom Claassen FAtt TDI 118 154 0 03 Nov 2020
Captum: A unified and generic model interpretability library for PyTorch Narine Kokhlikyan Vivek Miglani Miguel Martin Edward Wang B. Alsallakh ... Alexander Melnikov Natalia Kliushkina Carlos Araya Siqi Yan Orion Reblitz-Richardson FAtt 195 855 0 16 Sep 2020
A Unifying Framework for Parallel and Distributed Processing in R using Futures Henrik Bengtsson AI4TS 67 111 0 02 Aug 2020
Explaining predictive models with mixed features using Shapley values and conditional inference trees Annabelle Redelmeier Martin Jullum K. Aas FAtt TDI 82 19 0 02 Jul 2020
True to the Model or True to the Data? Hugh Chen Joseph D. Janizek Scott M. Lundberg Su-In Lee TDI FAtt 172 168 0 29 Jun 2020
Efficient nonparametric statistical inference on population feature importance using Shapley values B. Williamson Jean Feng FAtt 70 72 0 16 Jun 2020
Shapley explainability on the data manifold Christopher Frye Damien de Mijolla T. Begley Laurence Cowton Megan Stanley Ilya Feige FAtt TDI 80 102 0 01 Jun 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 748 10,591 0 17 Feb 2020
Asymmetric Shapley values: incorporating causal knowledge into model-agnostic explainability Christopher Frye C. Rowat Ilya Feige 105 183 0 14 Oct 2019
An Introduction to Variational Autoencoders Diederik P. Kingma Max Welling BDL SSL DRL 132 2,384 0 06 Jun 2019
Do Not Trust Additive Explanations Alicja Gosiewska P. Biecek 73 42 0 27 Mar 2019
Explaining individual predictions when features are dependent: More accurate approximations to Shapley values K. Aas Martin Jullum Anders Løland FAtt TDI 90 634 0 25 Mar 2019
Variational Autoencoder with Arbitrary Conditioning Oleg Ivanov Michael Figurnov Dmitry Vetrov BDL DRL 85 147 0 06 Jun 2018
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 1.2K 22,295 0 22 May 2017
Converting High-Dimensional Regression to High-Dimensional Conditional Density Estimation Rafael Izbicki Ann B. Lee 195 78 0 26 Apr 2017
Learning Important Features Through Propagating Activation Differences Avanti Shrikumar Peyton Greenside A. Kundaje FAtt 209 3,893 0 10 Apr 2017
ranger: A Fast Implementation of Random Forests for High Dimensional Data in C++ and R Marvin N. Wright A. Ziegler 306 2,811 0 18 Aug 2015
The Do-Calculus Revisited Judea Pearl CML 163 167 0 16 Oct 2012