Search

Author:

Jandarov, Roman A

Title:

Inference with implicit likelihoods for infectious disease models

Graduate Program:

Statistics

Keywords:

Expensive likelihood
SIR model
Gaussian processes
emulation
infectious diseases
meningitis
measles.

File:

Download JandarovDissertationFINAL.pdf

Committee Members:

Murali Haran, Dissertation Advisor/Co-Advisor
Murali Haran, Committee Chair/Co-Chair
Francesca Chiaromonte, Committee Member
David Russell Hunter, Committee Member
Ottar N Bjornstad, Committee Member

Author:

Goldstein, Joshua Randall

Title:

Compartmental, Spatial, and Point Process Models for Infectious Diseases

Graduate Program:

Statistics

Keywords:

infectious disease models
SIR models
spatial point processes
Gaussian processes
Markov chain Monte Carlo

File:

Download Goldstein_thesis.pdf

Committee Members:

Murali Haran, Dissertation Advisor/Co-Advisor
John Fricks, Committee Member
Ephraim Mont Hanks, Committee Member
Le Bao, Committee Member
Matthew Joseph Ferrari, Committee Member

Author:

Park, Jaewoo

Title:

COMPUTATIONAL METHODS FOR MODELS WITH INTRACTABLE NORMALIZING FUNCTIONS

Graduate Program:

Statistics

Keywords:

Markov chain Monte Carlo
doubly intractable distributions
exponen- tial random graph models
Markov point processes
importance sampling
Gaussian processes
non-Gaussian spatial data
dimension reduction
Monte Carlo maximum likelihood

File:

Download JParkThesis.pdf

Committee Members:

Murali Haran, Dissertation Advisor/Co-Advisor
Murali Haran, Committee Chair/Co-Chair
Le Bao, Committee Member
Benjamin Adam Shaby, Committee Member
Matthew Joseph Ferrari, Outside Member