1 code implementation • 25 Jan 2022 • Sebastian Bordt, Michèle Finck, Eric Raidl, Ulrike Von Luxburg
In this paper, we combine legal, philosophical and technical arguments to show that post-hoc explanation algorithms are unsuitable to achieve the law's objectives.
no code implementations • 28 May 2020 • Asia J. Biega, Peter Potash, Hal Daumé III, Fernando Diaz, Michèle Finck
Article 5(1)(c) of the European Union's General Data Protection Regulation (GDPR) requires that "personal data shall be [...] adequate, relevant, and limited to what is necessary in relation to the purposes for which they are processed (`data minimisation')".
no code implementations • 15 Jan 2021 • Asia J. Biega, Michèle Finck
This paper determines whether the two core data protection principles of data minimisation and purpose limitation can be meaningfully implemented in data-driven systems.
no code implementations • 16 Jul 2021 • Divya Shanmugam, Samira Shabanian, Fernando Diaz, Michèle Finck, Asia Biega
FIDO learns to limit data collection based on an interpretation of data minimization tied to system performance.