Hussein Hazimeh

activity

20182026

most citedHow to DP-fy ML: A Practical Guide to Machine Learning with Differential Privacy

157 citations · 227 across the 19 of their papers we have counts for

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2 papers · 1 filter

stat.CO2020

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

Hussein Hazimeh, Rahul Mazumder, Ali Saab

We consider the least squares regression problem, penalized with a combination of the $ℓ_{0}$ and squared $ℓ_{2}$ penalty functions (a.k.a. $ℓ_{0} ℓ_{2}$ regularization). R…

stat.CO2018★ 8 cited

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

Hussein Hazimeh, Rahul Mazumder

The $L_{0}$ -regularized least squares problem (a.k.a. best subsets) is central to sparse statistical learning and has attracted significant attention across the wider statistics, mac…