Statistical stability indices for LIME: obtaining reliable explanations
for Machine Learning models

Statistical stability indices for LIME: obtaining reliable explanations for Machine Learning models

31 January 2020

Papers citing "Statistical stability indices for LIME: obtaining reliable explanations for Machine Learning models"

13 / 13 papers shown

Title
Coherent Local Explanations for Mathematical Optimization Daan Otto Jannis Kurtz S. Ilker Birbil 75 0 0 07 Feb 2025
Explanations of Machine Learning predictions: a mandatory step for its application to Operational Processes Giorgio Visani F. Chesani Enrico Bagli D. Capuzzo A. Poluzzi FaML 16 5 0 30 Dec 2020
OptiLIME: Optimized LIME Explanations for Diagnostic Computer Algorithms Giorgio Visani Enrico Bagli F. Chesani FAtt 34 60 0 10 Jun 2020
SurvLIME: A method for explaining machine learning survival models M. Kovalev Lev V. Utkin E. Kasimov 187 90 0 18 Mar 2020
ALIME: Autoencoder Based Approach for Local Interpretability Sharath M. Shankaranarayana D. Runje FAtt 30 103 0 04 Sep 2019
DLIME: A Deterministic Local Interpretable Model-Agnostic Explanations Approach for Computer-Aided Diagnosis Systems Muhammad Rehman Zafar N. Khan FAtt 80 154 0 24 Jun 2019
Do Not Trust Additive Explanations Alicja Gosiewska P. Biecek 36 41 0 27 Mar 2019
Using Artificial Intelligence to Support Compliance with the General Data Protection Regulation John K. C. Kingston AILaw 16 43 0 15 Sep 2018
On the Robustness of Interpretability Methods David Alvarez-Melis Tommi Jaakkola 55 524 0 21 Jun 2018
A Survey Of Methods For Explaining Black Box Models Riccardo Guidotti A. Monreale Salvatore Ruggieri Franco Turini D. Pedreschi F. Giannotti XAI 83 3,922 0 06 Feb 2018
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 555 21,613 0 22 May 2017
Distribution-Free Predictive Inference For Regression Jing Lei M. G'Sell Alessandro Rinaldo Robert Tibshirani Larry A. Wasserman 205 832 0 14 Apr 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 587 16,828 0 16 Feb 2016