Reliability in machine learning

T Grote, K Genin, E Sullivan - Philosophy Compass, 2024 - Wiley Online Library
Issues of reliability are claiming center‐stage in the epistemology of machine learning. This
paper unifies different branches in the literature and points to promising research directions …

Data‐driven decisions about individual patients: The case of medical AI

S Holm - Journal of Evaluation in Clinical Practice, 2023 - Wiley Online Library
There are high hopes that clinical decisions can be improved by adopting algorithms trained
to estimate the likelihood that a patient suffers a condition C. Introducing work on the …

Machine Learning and the Ethics of Induction

E Ratti - 2024 - philsci-archive.pitt.edu
This chapter analyzes the inferential structure of machine learning (ML) systems, and shows
how these can be value-laden in unexpected ways. ML systems follow an inductive …