A Holistic Approach to Interpretability in Financial Lending: Models, Visualizations, and Summary-Explanations

4 June 2021

Papers citing "A Holistic Approach to Interpretability in Financial Lending: Models, Visualizations, and Summary-Explanations"

5 / 5 papers shown

Title
ViCE: Visual Counterfactual Explanations for Machine Learning Models Oscar Gomez Steffen Holter Jun Yuan E. Bertini AAML 72 96 0 05 Mar 2020
An Interpretable Model with Globally Consistent Explanations for Credit Risk Chaofan Chen Kangcheng Lin Cynthia Rudin Yaron Shaposhnik Sijia Wang Tong Wang FAtt 40 93 0 30 Nov 2018
RuleMatrix: Visualizing and Understanding Classifiers with Rules Yao Ming Huamin Qu E. Bertini FAtt 51 215 0 17 Jul 2018
A Survey Of Methods For Explaining Black Box Models Riccardo Guidotti A. Monreale Salvatore Ruggieri Franco Turini D. Pedreschi F. Giannotti XAI 81 3,922 0 06 Feb 2018
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 577 16,828 0 16 Feb 2016