A $k$-additive Choquet integral-based approach to approximate the SHAP
values for local interpretability in machine learning

A $k$ -additive Choquet integral-based approach to approximate the SHAP values for local interpretability in machine learning

3 November 2022

G. D. Pelegrina

Papers citing "A $k$-additive Choquet integral-based approach to approximate the SHAP values for local interpretability in machine learning"

13 / 13 papers shown

Title
Machine Learning-Based Heart Disease Diagnosis: A Systematic Literature Review M. Ahsan Zahed Siddique 31 251 0 13 Dec 2021
GLocalX -- From Local to Global Explanations of Black Box AI Models Mattia Setzu Riccardo Guidotti A. Monreale Franco Turini D. Pedreschi F. Giannotti 67 120 0 19 Jan 2021
Looking Deeper into Tabular LIME Damien Garreau U. V. Luxburg FAtt LMTD 158 30 0 25 Aug 2020
Explaining Models by Propagating Shapley Values of Local Components Hugh Chen Scott M. Lundberg Su-In Lee FAtt FedML 54 109 0 27 Nov 2019
A Comparative Analysis of XGBoost Candice Bentéjac Anna Csörgo Gonzalo Martínez-Muñoz 27 1,427 0 05 Nov 2019
Explainable AI for Trees: From Local Explanations to Global Understanding Scott M. Lundberg G. Erion Hugh Chen A. DeGrave J. Prutkin B. Nair R. Katz J. Himmelfarb N. Bansal Su-In Lee FAtt 94 290 0 11 May 2019
Explaining individual predictions when features are dependent: More accurate approximations to Shapley values K. Aas Martin Jullum Anders Løland FAtt TDI 58 623 0 25 Mar 2019
Explaining Explanations: An Overview of Interpretability of Machine Learning Leilani H. Gilpin David Bau Ben Z. Yuan Ayesha Bajwa Michael A. Specter Lalana Kagal XAI 95 1,857 0 31 May 2018
Explanation in Artificial Intelligence: Insights from the Social Sciences Tim Miller XAI 242 4,265 0 22 Jun 2017
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 1.1K 21,939 0 22 May 2017
The Mythos of Model Interpretability Zachary Chase Lipton FaML 180 3,701 0 10 Jun 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.2K 16,990 0 16 Feb 2016
A Random Forest Guided Tour Gérard Biau Erwan Scornet AI4TS 224 2,810 0 18 Nov 2015

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