From local counterfactuals to global feature importance: efficient, robust, and model-agnostic explanations for brain connectivity networks

Author:

Alfeo Antonio LucaORCID,Zippo Antonio G.,Catrambone Vincenzo,Cimino Mario G.C.A.,Toschi Nicola,Valenza Gaetano

Funder

Horizon 2020

Ministero dell’Istruzione, dell’Università e della Ricerca

Publisher

Elsevier BV

Subject

Health Informatics,Computer Science Applications,Software

Reference66 articles.

1. Physiology as a lingua franca for clinical machine learning;Sarma;Patterns,2020

2. E. Başar, T. H. Bullock, Brain dynamics: Progress and perspectives(2012).

3. Towards understanding human functional brain development with explainable artificial intelligence: Challenges and perspectives;Kiani;IEEE Computational Intelligence Magazine,2022

4. To explain or not to explain?artificial intelligence explainability in clinical decision support systems;Amann;PLOS Digital Health,2022

5. Xaiexplainable artificial intelligence;Gunning;Science robotics,2019

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