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SoBigData Event

Benchmarking and Survey of Explanation Methods for Black Box Models

The 28th April at 15:40 Francesco Bodria and Francesca Naretto will present their latest work:

Benchmarking and Survey of Explanation Methods for Black Box Models

Abstract:

The widespread adoption of black-box models in Artificial Intelligence has enhanced the need for explanation methods to reveal how these obscure models reach specific decisions. Retrieving explanations is fundamental to unveil possible biases and to resolve practical or ethical issues. Nowadays, the literature is full of methods with different explanations. This study shows a visual comparison among explanations and a quantitative benchmarking of various explainers.