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

The L₀-regularized least squares problem (a.k.a. best subsets) is central to sparse statistical learning and has attracted significant attention across the wider statistics, machine learning, and optimization communities. Recent work has shown that modern mixed integer optimization (MIO) solvers can...

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Bibliographic Details
Main Authors: Hazimeh, Hussein, Mazumder, Rahul
Other Authors: Massachusetts Institute of Technology. Operations Research Center
Format: Article
Language:English
Published: Institute for Operations Research and the Management Sciences (INFORMS) 2021
Online Access:https://hdl.handle.net/1721.1/130416