2 papers
stat.ML2023
Semiparametric Regression for Spatial Data via Deep Learning
Kexuan Li, Jun Zhu, Anthony R. Ives +2
In this work, we propose a deep learning-based method to perform semiparametric regression analysis for spatially dependent data. To be specific, we use a sparsely connected deep n…
stat.ME2021
Scalable Semiparametric Spatio-temporal Regression for Large Data Analysis
Ting Fung Ma, Fangfang Wang, Jun Zhu +2
With the rapid advances of data acquisition techniques, spatio-temporal data are becoming increasingly abundant in a diverse array of disciplines. Here we develop spatio-temporal r…