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stat.ME2025
On the Choice of Model Space Priors and Multiplicity Control in Bayesian Variable Selection: An Application to Streaming Logistic Regression
Joyee Ghosh
Bayesian variable selection (BVS) depends critically on the specification of a prior distribution over the model space, particularly for controlling sparsity and multiplicity. This…
stat.ME2025
An Online Algorithm for Bayesian Variable Selection in Logistic Regression Models With Streaming Data
Payel Ghosal, Shamriddha De, Joyee Ghosh
In several modern applications, data are generated continuously over time, such as data generated from smartwatches. We assume data are collected and analyzed sequentially, in batc…