190 citations · 634 across the 21 of their papers we have counts for
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cs.LG2023★ 2 cited
Pre-registration for Predictive Modeling
Jake M. Hofman, Angelos Chatzimparmpas, Amit Sharma +2
Amid rising concerns of reproducibility and generalizability in predictive modeling, we explore the possibility and potential benefits of introducing pre-registration to the field.…
cs.LG2023★ 4 cited
DeforestVis: Behavior Analysis of Machine Learning Models with Surrogate Decision Stumps
Angelos Chatzimparmpas, Rafael M. Martins, Alexandru C. Telea +1
As the complexity of machine learning (ML) models increases and their application in different (and critical) domains grows, there is a strong demand for more interpretable and tru…