307 citations · 693 across the 70 of their papers we have counts for
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stat.ML2019★ 3 cited
Learning Hierarchical Interactions at Scale: A Convex Optimization Approach
Hussein Hazimeh, Rahul Mazumder
In many learning settings, it is beneficial to augment the main features with pairwise interactions. Such interaction models can be often enhanced by performing variable selection…
stat.ML2019★ 3 cited
Solving L1-regularized SVMs and related linear programs: Revisiting the effectiveness of Column and Constraint Generation
Antoine Dedieu, Rahul Mazumder, Haoyue Wang
The linear Support Vector Machine (SVM) is a classic classification technique in machine learning. Motivated by applications in modern high dimensional statistics, we consider pena…