Causality-based Explanation of Classification Outcomes

Causality-based Explanation of Classification Outcomes

15 March 2020

Leopoldo Bertossi

Maximilian Schleich

Zografoula Vagena

Papers citing "Causality-based Explanation of Classification Outcomes"

8 / 8 papers shown

Title
The Causal-Effect Score in Data Management Felipe Azua Leopoldo Bertossi CML 77 1 0 04 Feb 2025
Causal Explanations for Sequential Decision Making Under Uncertainty Samer B. Nashed Saaduddin Mahmud C. V. Goldman S. Zilberstein CML 38 4 0 30 May 2022
Statistics and Deep Learning-based Hybrid Model for Interpretable Anomaly Detection Thabang Mathonsi Terence L van Zyl 23 0 0 25 Feb 2022
Answer-Set Programs for Reasoning about Counterfactual Interventions and Responsibility Scores for Classification Leopoldo Bertossi G. Reyes 22 9 0 21 Jul 2021
Declarative Approaches to Counterfactual Explanations for Classification Leopoldo Bertossi 32 17 0 15 Nov 2020
The Tractability of SHAP-Score-Based Explanations over Deterministic and Decomposable Boolean Circuits Marcelo Arenas Pablo Barceló Mikaël Monet FAtt 25 8 0 28 Jul 2020
Score-Based Explanations in Data Management and Machine Learning Leopoldo Bertossi FAtt XAI 16 4 0 24 Jul 2020
An ASP-Based Approach to Counterfactual Explanations for Classification Leopoldo Bertossi CML 24 15 0 28 Apr 2020