13 citations · 13 across the 2 of their papers we have counts for
2 papers
stat.ME2025
Bayesian Compressed Mixed-Effects Models
Sreya Sarkar, Kshitij Khare, Sanvesh Srivastava
Penalized likelihood and quasi-likelihood methods dominate inference in high-dimensional linear mixed-effects models. Sampling-based Bayesian inference is less explored due to the…
math.ST2015★ 13 cited
Necessary and Sufficient Conditions for High-Dimensional Posterior Consistency under -Priors
Douglas K. Sparks, Kshitij Khare, Malay Ghosh
We examine necessary and sufficient conditions for posterior consistency under -priors, including extensions to hierarchical and empirical Bayesian models. The key features of t…