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stat.ML2023
Testing Sparsity Assumptions in Bayesian Networks
Luke Duttweiler, Sally W. Thurston, Anthony Almudevar
Bayesian network (BN) structure discovery algorithms typically either make assumptions about the sparsity of the true underlying network, or are limited by computational constraint…
stat.ME2023
Inference for relative sparsity
Samuel J. Weisenthal, Sally W. Thurston, Ashkan Ertefaie
In healthcare, there is much interest in estimating policies, or mappings from covariates to treatment decisions. Recently, there is also interest in constraining these estimated p…