Search Results for author: Jayneel Parekh

Found 4 papers, 3 papers with code

Tackling Interpretability in Audio Classification Networks with Non-negative Matrix Factorization

no code implementations11 May 2023 Jayneel Parekh, Sanjeel Parekh, Pavlo Mozharovskyi, Gaël Richard, Florence d'Alché-Buc

This paper tackles two major problem settings for interpretability of audio processing networks, post-hoc and by-design interpretation.

Audio Classification

A Framework to Learn with Interpretation

1 code implementation NeurIPS 2021 Jayneel Parekh, Pavlo Mozharovskyi, Florence d'Alché-Buc

The interpreter provides both local and global interpretability about the predictive model in terms of human-understandable high level attribute functions, with minimal loss of accuracy.

Attribute Decision Making

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