1 citations · 1 across the 3 of their papers we have counts for
4 papers
A new class of functional conditional autoregressive models
Sooran Kim
We introduce a new class of conditional autoregressive models for spatially dependent functional data, formulated through conditional means given neighboring functional observation…
Spatial mixed models for assessing environmental exposure effects on the microbiome
Sooran Kim, Chan Wang, Soyoung Kwak +5
The influence of environmental exposures, such as air pollution, on human health has become increasingly recognized. A growing body of evidence suggests that the microbiome may med…
Generalized linear models with spatial dependence and a functional covariate
Sooran Kim, Mark S. Kaiser, Xiongtao Dai
We extend generalized functional linear models under independence to a situation in which a functional covariate is related to a scalar response variable that exhibits spatial depe…
Exploring Spatial Generalized Functional Linear Models: A Comparative Simulation Study and Analysis of COVID-19
Sooran Kim, Mark S. Kaiser, Xiongtao Dai
Implementation of spatial generalized linear models with a functional covariate can be accomplished through the use of a truncated basis expansion of the covariate process. In prac…