True to the Model or True to the Data?

True to the Model or True to the Data?

29 June 2020

Joseph D. Janizek

Scott M. Lundberg

Papers citing "True to the Model or True to the Data?"

13 / 13 papers shown

Title
shapr: Explaining Machine Learning Models with Conditional Shapley Values in R and Python Martin Jullum Lars Henry Berge Olsen Jon Lachmann Annabelle Redelmeier TDI FAtt 111 2 0 02 Apr 2025
A Comprehensive Study of Shapley Value in Data Analytics Hong Lin Shixin Wan Zhongle Xie Ke Chen Meihui Zhang Lidan Shou Gang Chen 122 0 0 02 Dec 2024
Kernel Banzhaf: A Fast and Robust Estimator for Banzhaf Values Yurong Liu R. Teal Witter Flip Korn Tarfah Alrashed Dimitris Paparas Christopher Musco Juliana Freire FAtt 104 0 0 10 Oct 2024
Regression Trees Know Calculus Nathan Wycoff 47 0 0 22 May 2024
Understanding Global Feature Contributions With Additive Importance Measures Ian Covert Scott M. Lundberg Su-In Lee FAtt 21 23 0 01 Apr 2020
Problems with Shapley-value-based explanations as feature importance measures Indra Elizabeth Kumar Suresh Venkatasubramanian C. Scheidegger Sorelle A. Friedler TDI FAtt 69 362 0 25 Feb 2020
Explaining black box decisions by Shapley cohort refinement Masayoshi Mase Art B. Owen Benjamin B. Seiler 24 49 0 01 Nov 2019
Feature relevance quantification in explainable AI: A causal problem Dominik Janzing Lenon Minorics Patrick Blobaum FAtt CML 45 279 0 29 Oct 2019
Asymmetric Shapley values: incorporating causal knowledge into model-agnostic explainability Christopher Frye C. Rowat Ilya Feige 43 181 0 14 Oct 2019
The many Shapley values for model explanation Mukund Sundararajan A. Najmi TDI FAtt 50 628 0 22 Aug 2019
Data Shapley: Equitable Valuation of Data for Machine Learning Amirata Ghorbani James Zou TDI FedML 64 771 0 05 Apr 2019
Explaining individual predictions when features are dependent: More accurate approximations to Shapley values K. Aas Martin Jullum Anders Løland FAtt TDI 48 610 0 25 Mar 2019
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 549 21,613 0 22 May 2017