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Sparse Regression at Scale: Branch-and-Bound rooted in First-Order Optimization

Apr 13, 2020
Hussein Hazimeh, Rahul Mazumder, Ali Saab


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The Tree Ensemble Layer: Differentiability meets Conditional Computation

Feb 18, 2020
Hussein Hazimeh, Natalia Ponomareva, Petros Mol, Zhenyu Tan, Rahul Mazumder


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Learning Sparse Classifiers: Continuous and Mixed Integer Optimization Perspectives

Jan 17, 2020
Antoine Dedieu, Hussein Hazimeh, Rahul Mazumder


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Learning Hierarchical Interactions at Scale: A Convex Optimization Approach

Feb 06, 2019
Hussein Hazimeh, Rahul Mazumder


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Fast Best Subset Selection: Coordinate Descent and Local Combinatorial Optimization Algorithms

Mar 06, 2018
Hussein Hazimeh, Rahul Mazumder


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