Multicriteria Model-Agnostic Counterfactual Explainability for Classifiers

Author:

Zufiria Pedro J.1,Fernández-Sánchez-Pascuala Ignacio2,Rojas Cristian R.3

Affiliation:

1. Universidad Politécnica de Madrid,Dep. Matemática Aplicada a las TIC Inform. Proc. and Telec. Center (IPTC) ETSI Telecomunicación,Madrid,Spain

2. Universidad Politécnica de Madrid,Dep. Matemática Aplicada a las TIC ETSI Telecomunicación,Madrid,Spain

3. KTH Royal Institute of Technology,Division of Decision and Control Systems,Stockholm,Sweden

Funder

Ministerio de Ciencia e Innovación

Publisher

IEEE

Reference20 articles.

1. Counterfactual explanations without opening the black box: Automated decisions and the GDPR;Wachter;Harv. JL & Tech.,2018

2. Peeking Inside the Black-Box: A Survey on Explainable Artificial Intelligence (XAI)

3. Machine Learning Interpretability: A Survey on Methods and Metrics

4. Solving the Black Box Problem: A Normative Framework for Explainable Artificial Intelligence

5. Model-agnostic interpretability of machine learning;Ribeiro,2016

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