Investigating trade-offs in utility, fairness and differential privacy in neural networks

M Pannekoek, G Spigler - arXiv preprint arXiv:2102.05975, 2021 - arxiv.org
To enable an ethical and legal use of machine learning algorithms, they must both be fair
and protect the privacy of those whose data are being used. However, implementing privacy …

[PDF][PDF] Investigating Trade-offs in Utility, Fairness and Differential Privacy in Neural Networks

MPG Spigler - 2021 - pure.uvt.nl
To enable an ethical and legal use of machine learning algorithms, they must both be fair
and protect the privacy of those whose data are being used. However, implementing privacy …

Investigating Trade-offs in Utility, Fairness and Differential Privacy in Neural Networks

M Pannekoek, G Spigler - arXiv e-prints, 2021 - ui.adsabs.harvard.edu
To enable an ethical and legal use of machine learning algorithms, they must both be fair
and protect the privacy of those whose data are being used. However, implementing privacy …

Investigating Trade-offs in Utility, Fairness and Differential Privacy in Neural Networks

M Pannekoek, G Spigler - arXiv, 2021 - research.tilburguniversity.edu
To enable an ethical and legal use of machine learning algorithms, they must both be fair
and protect the privacy of those whose data are being used. However, implementing privacy …

[PDF][PDF] Investigating Trade-offs in Utility, Fairness and Differential Privacy in Neural Networks

MPG Spigler - 2021 - pure.uvt.nl
To enable an ethical and legal use of machine learning algorithms, they must both be fair
and protect the privacy of those whose data are being used. However, implementing privacy …