Xia Wang, PhD, Department of Mathematics, University of Cincinnati

"Flexible Modeling in Generalized Linear Regression Models"

The generalized linear regression model (GLIM) has been a useful tool in modeling categorical data. In this talk, I will present our recent work on flexible modeling under the GLIM framework, including (1) flexible link functions in GLIM; (2) flexible nonparametric Gaussian process (GP) priors on the systematic component in GLIM. I will present the applications in modeling binary and ordinal data as well as in the joint modeling of binary and continuous measurements.

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