arXiv Open Access 2020

Impact of Legal Requirements on Explainability in Machine Learning

Adrien Bibal Michael Lognoul Alexandre de Streel Benoît Frénay
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Abstrak

The requirements on explainability imposed by European laws and their implications for machine learning (ML) models are not always clear. In that perspective, our research analyzes explanation obligations imposed for private and public decision-making, and how they can be implemented by machine learning techniques.

Topik & Kata Kunci

Penulis (4)

A

Adrien Bibal

M

Michael Lognoul

A

Alexandre de Streel

B

Benoît Frénay

Format Sitasi

Bibal, A., Lognoul, M., Streel, A.d., Frénay, B. (2020). Impact of Legal Requirements on Explainability in Machine Learning. https://arxiv.org/abs/2007.05479

Akses Cepat

Lihat di Sumber
Informasi Jurnal
Tahun Terbit
2020
Bahasa
en
Sumber Database
arXiv
Akses
Open Access ✓