88 citations · 116 across the 14 of their papers we have counts for
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cs.LG2023
BackboneLearn: A Library for Scaling Mixed-Integer Optimization-Based Machine Learning
Vassilis Digalakis, Christos Ziakas
We present BackboneLearn: an open-source software package and framework for scaling mixed-integer optimization (MIO) problems with indicator variables to high-dimensional problems.…
cs.LG2023
Data Analytics with Differential Privacy
Vassilis Digalakis
Differential privacy is the state-of-the-art definition for privacy, guaranteeing that any analysis performed on a sensitive dataset leaks no information about the individuals whos…
stat.ML2023★ 3 cited
Improving Stability in Decision Tree Models
Dimitris Bertsimas, Vassilis Digalakis
Owing to their inherently interpretable structure, decision trees are commonly used in applications where interpretability is essential. Recent work has focused on improving variou…