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dc.contributor.authorKulvanich, Nat
dc.date.accessioned2014-03-04T21:02:30Z
dc.date.available2014-03-04T21:02:30Z
dc.date.issued2013-05
dc.identifier.otherkulvanich_nat_201305_phd
dc.identifier.urihttp://purl.galileo.usg.edu/uga_etd/kulvanich_nat_201305_phd
dc.identifier.urihttp://hdl.handle.net/10724/28798
dc.description.abstractThe times of repeated behavioral events can be viewed as a realization of a temporal point process. Rathbun, Shi man, and Gwaltney (2007) used a Poisson process (Cox 1972) for modeling repeated behavioral events impacted by time-varying covariates. Taking an inspiration from the techniques of generalized linear mixed models, and the EM algorithm (Dempster et al. 1977) for fi nite mixture model estimation, we will further extend models to handle data arising from a heterogeneous population. In Chapter 2, we present a fi nite mixture model for Poisson point processes, classifying subjects into clusters sharing identical responses to time-varying covariates within clusters. In Chapter 3, a mixture mixed-effect model is presented which accommodates variation among subjects within clusters with respect to their responses to the time-varying covariates. In Chapter 4, we discuss some issues we encountered in the research and point out potential topics for future research. All the approaches in this dissertation are illustrated using data from an ecological momentary assessment of smoking.
dc.languageeng
dc.publisheruga
dc.rightspublic
dc.subjectPoisson Process
dc.subjectMixture models
dc.subjectPoint process
dc.subjectEcological Momentary Assessment
dc.subjectsmoking
dc.subjectGeneralized Linear Mixed Models
dc.subjecthierarchical likelihood
dc.subjectMaximum likelihood estimation
dc.titleMixture Poisson point process
dc.title.alternativeassessing heterogeneity in EMA analysis
dc.typeDissertation
dc.description.degreePhD
dc.description.departmentStatistics
dc.description.majorStatistics
dc.description.advisorStephen L. Rathbun
dc.description.committeeStephen L. Rathbun
dc.description.committeeT. N. Sriram
dc.description.committeeLynne Seymour
dc.description.committeeDaniel Hall


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