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Author:

Dziak, John Joseph

Title:

PENALIZED QUADRATIC INFERENCE FUNCTIONS FOR VARIABLE SELECTION IN LONGITUDINAL RESEARCH

Graduate Program:

Statistics

Keywords:

SCAD
LASSO
QIF
GEE
generalized estimating equations
variable selection

File:

Download DziakDissertation.pdf

Committee Members:

Runze Li, Committee Chair/Co-Chair
Naomi S Altman, Committee Member
Bing Li, Committee Member
Linda Marie Collins, Committee Member

Author:

Zhang, Yiyun

Title:

Regularization Parameter Selection for Variable Selection in High-dimensional Modelling

Graduate Program:

Statistics

Keywords:

GLIM
LASSO
Penalized Likelihood
SCAD
Variable Selection

File:

Download yiyun_phd_final.pdf

Committee Members:

Prof Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Bing Li, Committee Member
David Russell Hunter, Committee Member
Vernon Michael Chinchilli, Committee Member

Author:

You, Cheng

Title:

Machine Learning Methods in Portfolio Replication

Graduate Program:

Statistics

Keywords:

machine learning
portfolio replication
LASSO
LARS
trading strategies
hidden Markov model
hierarchical modelling

File:

Download ChengYou-MasterThesis-Final.pdf

Committee Members:

Jason Ryder Morton, Thesis Advisor/Co-Advisor

Author:

Schill, Thomas Michael

Title:

An Exploration of the Function-on-scalar Lasso

Graduate Program:

Statistics

Keywords:

variable selection
LASSO
FS-LASSO
GWAS
functional linear models
Framingham heart study

File:

Download ThomasSchill-Thesis_final2.pdf

Committee Members:

Matthew Logan Reimherr, Thesis Advisor/Co-Advisor

Author:

Sun, Wei

Title:

Feature Screening in Ultra-high Dimensional Survival Data Analysis

Graduate Program:

Statistics

Keywords:

Cox’s model
feature screening
LASSO
SCAD
ultra-high dimensional survival data analysis
Gail-Simon test

File:

Download THESIS__final.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Yu Zhang, Committee Member
Qunhua Li, Committee Member
Arthur Steven Berg, Special Member

Author:

Jonayat, A S M

Title:

Predicting Stability of Modified Oxide Surfaces with Functional Atomic-Layers for Nano-engineered Catalysts through First Principles Calculations and Statistical Learning

Graduate Program:

Mechanical Engineering

Keywords:

catalysis
monolayer metal oxide
mixed metal oxides
DFT
machine learning
compact sensing
feature selection
LASSO

File:

Download Thesis_ASM_JonayatV3.pdf

Committee Members:

Adri C.T. van Duin, Dissertation Advisor/Co-Advisor
Adri C.T. van Duin, Committee Chair/Co-Chair
Michael J. Janik, Committee Member
Richard Yetter, Committee Member
Lasse Jensen, Outside Member

Author:

Hossain, Ayaan

Title:

Advanced algorithms for the design and analysis of synthetic genetic parts

Graduate Program:

Bioinformatics and Genomics (PhD)

Keywords:

automated
design
synthetic
genetic
parts
combinatorial
optimization
machine
learning
algorithm
promoter
mRNA
transcription
translation
decay
repression
CRISPR
repeats
interference
graph
theory
path
finding
nonrepetitive
repetitive
gene
synthesis
assembly
oligopool
discovery
barcodes
primers
counting
NGS
reads
classifier
classification
regressor
regression
random
forest
LASSO
ridge
homologous
recombination
instability
tuning
efficiency
plasmids
genome
engineering
degenerate
IUPAC
vertex
cover
independent
set
initiation

File:

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Committee Members:

Paul Babitzke, Outside Unit Member
Howard Salis, Chair & Dissertation Advisor
Costas Maranas, Major Field Member
Reka Albert, Outside Field Member
George Perry, Program Head/Chair