4 papers
Rashomon-Seeded Annealing for Robust Bayesian Inference in Factorial Designs
Yiyang Fan, Soumyakanti Pan, Tyler H. McCormick
Integrating over model uncertainty in factorial designs via Bayesian model averaging is hindered by the combinatorial explosion of interpretable interaction effects, often yielding…
Bayesian Inference for Spatial-Temporal Non-Gaussian Data Using Predictive Stacking
Soumyakanti Pan, Lu Zhang, Jonathan R. Bradley +1
Analysing non-Gaussian spatial-temporal data requires introducing spatial as well as temporal dependence in generalised linear models through the link function of an exponential fa…
Bayesian Inference for Spatially-Temporally Misaligned Data Using Predictive Stacking
Soumyakanti Pan, Sudipto Banerjee
Air pollution remains a major environmental risk factor that is often associated with adverse health outcomes. However, quantifying and evaluating its effects on human health is ch…
Bayesian Hierarchical Modeling and Inference for Mechanistic Systems in Industrial Hygiene
Soumyakanti Pan, Darpan Das, Gurumurthy Ramachandran +1
A series of experiments in stationary and moving passenger rail cars were conducted to measure removal rates of particles in the size ranges of SARS-CoV-2 viral aerosols, and the a…