A moving target in AI-assisted decision-making: dataset shift, model updating, and the problem of update opacity
Sign Up to like & getrecommendations! Published in 2025 at "Ethics and Information Technology"
DOI: 10.1007/s10676-025-09829-2
Abstract: Machine learning (ML) systems are vulnerable to performance decline over time due to dataset shift. To address this problem, experts often suggest that ML systems should be regularly updated to ensure ongoing performance stability. Some… read more here.
Keywords: opacity; problem; model updating; update opacity ... See more keywords