2 papers
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.…
stat.CO2021
Scalable Econometrics on Big Data -- The Logistic Regression on Spark
Aurélien Ouattara, Matthieu Bulté, Wan-Ju Lin +6
Extra-large datasets are becoming increasingly accessible, and computing tools designed to handle huge amount of data efficiently are democratizing rapidly. However, conventional s…