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Author:

Benaglia, Tatiana A

Title:

NONPARAMETRIC ESTIMATION IN MULTIVARIATE FINITE MIXTURE MODELS

Graduate Program:

Statistics

Keywords:

Density Estimation
EM Algorithm
Nonparametric Mixture
Multivariate Mixture

File:

Download Benaglia_Dissertation.pdf

Committee Members:

Bruce G Lindsay, Committee Member
Thomas P Hettmansperger, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Hoben Thomas, Committee Member

Author:

Woo, Yong

Title:

Optimization and Statistical Estimation for the Post Randomization Method

Graduate Program:

Statistics

Keywords:

Post Randomization Method
Statistical Disclosure Control
EM Algorithm
Generalized Linear Models
Constrained Optimization

File:

Download jwoo_dissertation_final.pdf

Committee Members:

Aleksandra B Slavkovic, Dissertation Advisor/Co-Advisor
Donald Richards, Dissertation Advisor/Co-Advisor
Naomi S Altman, Committee Member
Stephanie Trea Lanza, Committee Member

Author:

Singh, Roopali

Title:

Statistical Methods in Single Cell and Spatial Transcriptomics Data

Graduate Program:

Statistics (PHD)

Keywords:

Single cell
Spatial Transcriptomics
Missing Data
Reproducibility
Bayesian NMF
Variational Inference
EM Algorithm

File:

Download RoopaliSingh_Dissertation.pdf

Committee Members:

Dajiang Liu, Outside Unit & Field Member
Xiang Zhu, Major Field Member
Qunhua Li, Major Field Member & Dissertation Advisor
Ephraim Hanks, Chair of Committee
Ephraim Mont Hanks, Professor in Charge/Director of Graduate Studies