2 papers
stat.ME2025
A Scalable Variational Bayes Approach for Fitting Non-Conjugate Spatial Generalized Linear Mixed Models via Basis Expansions
Jin Hyung Lee, Ben Seiyon Lee
Large spatial datasets with non-Gaussian responses are increasingly common in environmental monitoring, ecology, and remote sensing, yet scalable Bayesian inference for such data r…
stat.ME2024
A Scalable Variational Bayes Approach to Fit High-dimensional Spatial Generalized Linear Mixed Models
Jin Hyung Lee, Ben Seiyon Lee
Gaussian and discrete non-Gaussian spatial datasets are common across fields like public health, ecology, geosciences, and social sciences. Bayesian spatial generalized linear mixe…