1. Dual Estimation in State Space Models with Violation to Normality: A Comparison between the Extended Kalman Filter and the Particle Filter Open Access Author: Chen, Meng Title: Dual Estimation in State Space Models with Violation to Normality: A Comparison between the Extended Kalman Filter and the Particle Filter Graduate Program: Statistics Keywords: state space modelKalman filterparticle filterdual estimation File: Download MengChen_MastersThesis_FinalSubmission.pdf Committee Members: Murali Haran, Thesis Advisor/Co-AdvisorLe Bao, Committee MemberEphraim Mont Hanks, Committee MemberEphraim Mont Hanks, Program Head/Chair
2. What More Can We Do with Continuous-time Models? Model Fitting Approches for Mixed-effect Models and Non-normal Data Open Access Author: Chen, Meng Title: What More Can We Do with Continuous-time Models? Model Fitting Approches for Mixed-effect Models and Non-normal Data Graduate Program: Human Development and Family Studies Keywords: intensive longitidinal datahuman regulatory processesKalman filterparticle filteriterated filteringStanordinal datacontinuous-time dynamic models File: Download MChen_Dissertation_submission_2.pdf Committee Members: Sy-Miin Chow, Dissertation Advisor/Co-AdvisorSy-Miin Chow, Committee Chair/Co-ChairZita Oravecz, Committee MemberErika Sell Lunkenheimer, Committee MemberMurali Haran, Outside MemberCharles Geier, Program Head/Chair