Measuring the Driving Forces of Predictive Performance: Application to Credit Scoring

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Measuring the Driving Forces of Predictive Performance: Application to Credit Scoring

12 December 2022

Hurlin Christophe

Pérignon Christophe

Saurin Sébastien

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Papers citing "Measuring the Driving Forces of Predictive Performance: Application to Credit Scoring"

13 / 13 papers shown

Title
On Learning and Testing of Counterfactual Fairness through Data Preprocessing Haoyu Chen Wenbin Lu R. Song Pulak Ghosh FaML 61 6 0 25 Feb 2022
Variable Selection via Thompson Sampling Yi Liu Veronika Rockova 39 15 0 01 Jul 2020
Efficient nonparametric statistical inference on population feature importance using Shapley values B. Williamson Jean Feng FAtt 47 72 0 16 Jun 2020
Generalized SHAP: Generating multiple types of explanations in machine learning Dillon Bowen L. Ungar FAtt 28 42 0 12 Jun 2020
A general framework for inference on algorithm-agnostic variable importance B. Williamson P. Gilbert N. Simon M. Carone FAtt CML 38 66 0 07 Apr 2020
Problems with Shapley-value-based explanations as feature importance measures Indra Elizabeth Kumar Suresh Venkatasubramanian C. Scheidegger Sorelle A. Friedler TDI FAtt 88 366 0 25 Feb 2020
The many Shapley values for model explanation Mukund Sundararajan A. Najmi TDI FAtt 64 635 0 22 Aug 2019
Explaining individual predictions when features are dependent: More accurate approximations to Shapley values K. Aas Martin Jullum Anders Løland FAtt TDI 69 624 0 25 Mar 2019
Interpretable machine learning: definitions, methods, and applications W. James Murdoch Chandan Singh Karl Kumbier R. Abbasi-Asl Bin Yu XAI HAI 201 1,444 0 14 Jan 2019
Visualizing the Feature Importance for Black Box Models Giuseppe Casalicchio Christoph Molnar B. Bischl FAtt 38 183 0 18 Apr 2018
Consistent Individualized Feature Attribution for Tree Ensembles Scott M. Lundberg G. Erion Su-In Lee FAtt TDI 66 1,405 0 12 Feb 2018
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 1.1K 22,018 0 22 May 2017
Axiomatic Attribution for Deep Networks Mukund Sundararajan Ankur Taly Qiqi Yan OOD FAtt 193 6,018 0 04 Mar 2017