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stat.ME2026
Empirical Bayes data integreation for multi-response regression
Antik Chakraborty, Fei Xue
Motivated by applications in tissue-wide association studies (TWAS), we develop a flexible and theoretically grounded empirical Bayes approach for integrating %vector-valued outcom…
stat.ME2025
State Space Modeling of Mortgage Default Rates under Natural Hazard Shocks
Samuel J. Eschker, Antik Chakraborty, Melanie Gall +2
Mortgage default rates, on the one hand, serve as a measure of economic health to support decision-making by insurance companies, and on the other hand, is a key risk factor in the…
stat.ME2024
Likelihood Based Inference in Fully and Partially Observed Exponential Family Graphical Models with Intractable Normalizing Constants
Yujie Chen, Anindya Bhadra, Antik Chakraborty
Probabilistic graphical models that encode an underlying Markov random field are fundamental building blocks of generative modeling to learn latent representations in modern multiv…