140 citations · 293 across the 12 of their papers we have counts for
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cs.LG2024★ 5 cited
Confidence-based Estimators for Predictive Performance in Model Monitoring
Juhani Kivimäki, Jakub Białek, Jukka K. Nurminen +1
After a machine learning model has been deployed into production, its predictive performance needs to be monitored. Ideally, such monitoring can be carried out by comparing the mod…
cs.LG2020★ 10 cited
Testing the Robustness of AutoML Systems
Tuomas Halvari, Jukka K. Nurminen, Tommi Mikkonen
Automated machine learning (AutoML) systems aim at finding the best machine learning (ML) pipeline that automatically matches the task and data at hand. We investigate the robustne…