3 papers
stat.ME2025
Hierarchical Bayesian spectral analysis of multiple stationary time series
Rebecca Lee, Alexander Coulter, Greg J. Siegle +2
The power spectrum of biomedical time series provides important indirect measurements of physiological processes underlying health and biological functions. However, simultaneously…
stat.ME2025
Bayesian Semiparametric Causal Inference: Targeted Doubly Robust Estimation of Treatment Effects
Gözde Sert, Abhishek Chakrabortty, Anirban Bhattacharya
We propose a semiparametric Bayesian methodology for estimating the average treatment effect (ATE) within the potential outcomes framework using observational data with high-dimens…
stat.ME2025
Bayesian Semi-supervised Inference via a Debiased Modeling Approach
Gözde Sert, Abhishek Chakrabortty, Anirban Bhattacharya
Inference in semi-supervised (SS) settings has gained substantial attention in recent years due to increased relevance in modern big-data problems. In a typical SS setting, there i…