arxivcs.LGstat.ML2026-06-28
A Mathematical Optimization Approach for Expert-Informed Bayesian Best Subset Selection
Nolan Alexander, Henning Mortveit
A central challenge in statistical modeling is identifying the subset of features that belong in the true regression model. The classical best subset selection problem, recently made tractable via mixed-integer optimization (MIO), finds the globally optimal sparse solution. It do…