Generating collective counterfactual explanations in score-based
classification via mathematical optimization

Generating collective counterfactual explanations in score-based classification via mathematical optimization

19 October 2023

Jasone Ramírez-Ayerbe

Dolores Romero Morales

Papers citing "Generating collective counterfactual explanations in score-based classification via mathematical optimization"

8 / 8 papers shown

Title
Understanding Fixed Predictions via Confined Regions Connor Lawless Tsui-Wei Weng Berk Ustun Madeleine Udell 48 0 0 22 Feb 2025
Collective Counterfactual Explanations via Optimal Transport A. Ehyaei Ali Shirali Samira Samadi OffRL OT 23 1 0 07 Feb 2024
Endogenous Macrodynamics in Algorithmic Recourse Patrick Altmeyer Giovan Angela Aleksander Buszydlik Karol Dobiczek A. V. Deursen Cynthia C. S. Liem 21 7 0 16 Aug 2023
Finding Regions of Counterfactual Explanations via Robust Optimization Donato Maragno Jannis Kurtz Tabea E. Rober Rob Goedhart cS. .Ilker Birbil D. Hertog 44 21 0 26 Jan 2023
Supervised Feature Compression based on Counterfactual Analysis V. Piccialli Dolores Romero Morales Cecilia Salvatore CML 29 2 0 17 Nov 2022
Counterfactual Explanations Using Optimization With Constraint Learning Donato Maragno Tabea E. Rober Ilker Birbil CML 53 10 0 22 Sep 2022
A Few Good Counterfactuals: Generating Interpretable, Plausible and Diverse Counterfactual Explanations Barry Smyth Mark T. Keane CML 37 26 0 22 Jan 2021
BRPO: Batch Residual Policy Optimization Kentaro Kanamori Yinlam Chow Takuya Takagi Hiroki Arimura Honglak Lee Ken Kobayashi Craig Boutilier OffRL 136 46 0 08 Feb 2020