Feature Importance: A Closer Look at Shapley Values and LOCO

Feature Importance: A Closer Look at Shapley Values and LOCO

Statistical Science (Statist. Sci.), 2023

10 March 2023

Larry A. Wasserman

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Papers citing "Feature Importance: A Closer Look at Shapley Values and LOCO"

15 / 15 papers shown

Title
Inference on Local Variable Importance Measures for Heterogeneous Treatment Effects Pawel Morzywolek Peter B. Gilbert Alex Luedtke CML 115 0 0 21 Oct 2025
Doctor Rashomon and the UNIVERSE of Madness: Variable Importance with Unobserved Confounding and the Rashomon Effect Jon Donnelly Srikar Katta Emanuele Borgonovo Cynthia Rudin FAtt CML 194 0 0 14 Oct 2025
Mathematical Theory of Collinearity Effects on Machine Learning Variable Importance Measures Kelvyn K. Bladen D. Richard Cutler Alan Wisler FAtt 117 0 0 01 Oct 2025
Hierarchical Variable Importance with Statistical Control for Medical Data-Based PredictionInformation Processing in Medical Imaging (IPMI), 2025 Joseph Paillard Antoine Collas Denis A. Engemann Bertrand Thirion 72 0 0 12 Aug 2025
AICO: Feature Significance Tests for Supervised Learning K. Giesecke Enguerrand Horel Chartsiri Jirachotkulthorn 141 0 0 29 Jun 2025
How to safely discard features based on aggregate SHAP valuesAnnual Conference Computational Learning Theory (COLT), 2025 Robi Bhattacharjee Karolin Frohnapfel U. V. Luxburg TDI FAtt 334 3 0 29 Mar 2025
Precise Model Benchmarking with Only a Few ObservationsConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Riccardo Fogliato Pratik Patil Nil-Jana Akpinar Mathew Monfort 154 1 0 07 Oct 2024
I Bet You Did Not Mean That: Testing Semantic Importance via Betting Jacopo Teneggi Jeremias Sulam FAtt 253 4 0 29 May 2024
Factor Importance Ranking and Selection using Total Indices Chaofan Huang V. R. Joseph 361 2 0 01 Jan 2024
Explainable artificial intelligence approaches for brain-computer interfaces: a review and design space Param S. Rajpura H. Cecotti Y. Meena 165 19 0 20 Dec 2023
Distribution-free tests for lossless feature selection in classification and regression László Gyorfi Tamás Linder Harro Walk 159 0 0 08 Nov 2023
Conservative Inference for Counterfactuals Sivaraman Balakrishnan Edward H. Kennedy Larry Wasserman 165 9 0 19 Oct 2023
A decoder-only foundation model for time-series forecasting Abhimanyu Das Weihao Kong Rajat Sen Yichen Zhou AI4TS AI4CE 446 422 0 14 Oct 2023
Proportional marginal effects for global sensitivity analysis Margot Herin Marouane Il Idrissi V. Chabridon Bertrand Iooss 161 12 0 24 Oct 2022
SHAP-XRT: The Shapley Value Meets Conditional Independence Testing Jacopo Teneggi Beepul Bharti Yaniv Romano Jeremias Sulam FAtt 372 9 0 14 Jul 2022