How 'algoprudence' can contribute to responsible use of ML-algorithms

How 'algoprudence' can contribute to responsible use of ML-algorithms

Author(s): Anne Meuwese, Jurriaan Parie & Ariën Voogt

By means of two case positions regarding the use of machine learning-driven risk profiling by the municipalities of Rotterdam and Amsterdam, the concept of 'algoprudence' is introduced and explained.

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Digitalization and the (Dis)balanced Trias Politica

Digitalization and the (Dis)balanced Trias Politica

Author(s): Reijer Passchier

Scientific legal paper arguing why new checks and balances are needed to guarantee a separation of state powers in the digital era.

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Discrimination through Risk Profiling

Discrimination through Risk Profiling

Author(s): Dutch College for Human Rights

Framework for discrimination through risk-profiling

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Practical Fairness

Practical Fairness

Author(s): Aileen Nielsen

A wide-ranging book that informs data and AI ethics practitioners about recent advances in open-source toolkits and legal frameworks.

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Protected grounds and the system of non-discrimination law in the context of algorithmic decision-making and AI

Protected grounds and the system of non-discrimination law in the context of algorithmic decision-making and AI

Author(s): Janneke Gerards and Frederik Zudierveen Borgesius

Plea that a hybrid system of non-discrimination law, with a semi-closed list of grounds and an open possibility for exemptions and justification, is best-suited to deal with the particularities of AI-driven discrimination.

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The Ethical Algorithm

The Ethical Algorithm

Author(s): Michael Kearns, Aaron Roth

Technically accesible and compelling book. Filled with fresh thoughts from a frontier in the fair ML community. Written by two top-tier computer scientists.

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The Measure and Mismeasure of Fairness

The Measure and Mismeasure of Fairness

Author(s): Sam Corbett-Davies, Sharad Goel

Why are formulas for fairness troublesome? Why prevailing definitions of fairness typically do not map on to traditional social, economic or legal understandings of the concept? This paper provides answers.

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