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stat.ME2026
Synthetic Data Generation With Incomplete Survey Data Under Informative Sampling
Ayat Almomani, Won Chang, Youngdeok Hwang +2
We propose a Bayesian framework for data synthesis and imputation in complex survey settings with informative sampling. To address variance underestimation in existing Bayesian app…
stat.ME2024
A Bayesian Convolutional Neural Network-based Generalized Linear Model
Yeseul Jeon, Won Chang, Seonghyun Jeong +2
Convolutional neural networks (CNNs) provide flexible function approximations for a wide variety of applications when the input variables are in the form of images or spatial data.…