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stat.ME2026
Algorithms for Models with Intractable Normalizing Functions
Murali Haran, Bokgyeong Kang, Jaewoo Park
In this paper we discuss a well known computing problem -- inference for models with intractable normalizing functions. Models with intractable normalizing functions arise in a wid…
stat.ME2023
Fast Bayesian inference for spatial mean-parameterized Conway-Maxwell-Poisson models
Bokgyeong Kang, John Hughes, Murali Haran
Count data with complex features arise in many disciplines, including ecology, agriculture, criminology, medicine, and public health. Zero inflation, spatial dependence, and non-eq…
stat.ME2021
Measuring Sample Quality in Algorithms for Intractable Normalizing Function Problems
Bokgyeong Kang, John Hughes, Murali Haran
Models with intractable normalizing functions have numerous applications. Because the normalizing constants are functions of the parameters of interest, standard Markov chain Monte…