Optimal Counterfactual Explanations for k-Nearest Neighbors Using Mathematical Optimization and Constraint Programming

Author:

Contardo Claudio,Fukasawa Ricardo,Rousseau Louis-Martin,Vidal Thibaut

Publisher

Springer Nature Switzerland

Reference13 articles.

1. Achterberg, T.: Constraint integer programming. Ph.D. thesis, TU Berlin (2007)

2. Artelt, A., Hammer, B.: On the computation of counterfactual explanations – a survey (2019). https://arxiv.org/abs/1911.07749

3. Dolan, E.D., Moré, J.J.: Benchmarking optimization software with performance profiles. Math. Program. 91, 201–213 (2002)

4. Forel, A., Parmentier, A., Vidal, T.: Explainable data-driven optimization: from context to decision and back again. In: 40th International Conference on Machine Learning (ICML 2023) (2023). https://publications.polymtl.ca/56889/

5. Guidotti, R.: Counterfactual explanations and how to find them: literature review and benchmarking. Data Min. Knowl. Discov. 1–55 (2022)

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