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Author:

Tyekucheva, Svitlana

Title:

Augmenting the bootstrap to analyze high-dimensional genomic data

Graduate Program:

Statistics

Keywords:

large-p-small-n
bootstrap
resampling
regularization

File:

Download sv_thesis.pdf

Committee Members:

Francesca Chiaromonte, Committee Chair/Co-Chair
David Humter, Committee Member
Bing Li, Committee Member
Kateryna Dmytrivna Makova, Committee Member

Author:

Wang, Yu

Title:

Nonlinear Dimension Reduction in Feature Space

Graduate Program:

Statistics

Keywords:

Dimension Reduction
Feature Space

File:

Download NDRFS.pdf

Committee Members:

Bing Li, Committee Chair/Co-Chair
Francesca Chiaromonte, Committee Member
Bruce G. Lindsay, Committee Member
Hongyuan Zha, Committee Member

Author:

Tang, Zhihui

Title:

THREE TOPICS ON DIMENSION REDUCTION

Graduate Program:

Statistics

Keywords:

invariant aggregation
central space
dimension reduciton

File:

Download tang-Dissertation.pdf

Committee Members:

Bing Li, Committee Chair/Co-Chair
Bruce G Lindsay, Committee Member
Francesca Chiaromonte, Committee Member
Hongyuan Zha, Committee Member

Author:

Lee, Kuang-yao

Title:

A GENERAL THEORY FOR NONLINEAR SUFFICIENT DIMENSION REDUCTION: FORMULATION AND ESTIMATION

Graduate Program:

Statistics

Keywords:

Dimension reduction σ-field
Unbiasedness
Exhaustiveness
sliced average variance estimator
sliced inverse regression

File:

Download kuang_yao_lees_dissertation_final.pdf

Committee Members:

Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
Francesca Chiaromonte, Committee Member
Dr Runze Li, Committee Member
C Lee Giles, Committee Member

Author:

Bagyan, Armine

Title:

Central Limit Theorems for Randomly Modulated Sequences of Random Vectors with Resampling and Applications to Statistics

Graduate Program:

Statistics

Keywords:

limit theorems
random modulation
ergodic stationary sequences
sequences of vectors
resampling

File:

Download Dissertation_ArmineBagyan.pdf

Committee Members:

Arkady Tempelman, Dissertation Advisor/Co-Advisor
Bing Li, Dissertation Advisor/Co-Advisor
Francesca Chiaromonte, Committee Member
Alexei Novikov, Special Member

Author:

Liu, Yang

Title:

Approaches to reduce and integrate data in structured and high-dimensional regression problems in Genomics

Graduate Program:

Statistics

Keywords:

Data integration
Genomics
Ordinary least squares
Structured data
Sufficient dimension reduction
Variable selection

File:

Download YangLiu-Dissertation_081615.pdf

Committee Members:

Francesca Chiaromonte, Dissertation Advisor/Co-Advisor
Francesca Chiaromonte, Committee Chair/Co-Chair
Bing Li, Committee Member
Runze Li, Committee Member
Yu Zhang, Committee Member
Mary Poss, Committee Member

Author:

Artemiou, Andreas A

Title:

Topics on Supervised and Unsupervised Dimension Reduction

Graduate Program:

Statistics

Keywords:

Unitary invariance
Regression
Kernel principal components
Sufficient Dimension Reduction
Support Vector Machines

File:

Download Dissertation_doc.pdf

Committee Members:

Bing Li, Committee Chair/Co-Chair
Runze Li, Committee Member
Michael Akritas, Committee Member
Francesca Chiaromonte, Committee Member
Adam Smith, Committee Member

Author:

Nandy, Debmalya

Title:

COVARIATE INFORMATION: A NOVEL APPROACH TO SUFFICIENT DIMENSION REDUCTION & FEATURE SCREENING FOR ULTRAHIGH-DIMENSIONAL COVARIATES IN SUPERVISED PROBLEMS

Graduate Program:

Statistics

Keywords:

Fisher information
Density information
Supervised problems
Sufficient dimension reduction
Feature screening
Ultrahigh dimension
Bootstrap

File:

Download PennState_StatisticsPhDDissertation_Final_eTD_081619.pdf

Committee Members:

Francesca Chiaromonte, Dissertation Advisor/Co-Advisor
Francesca Chiaromonte, Committee Chair/Co-Chair
Runze Li, Committee Member
Bing Li, Committee Member
Kateryna Dmytrivna Makova, Outside Member
Lingzhou Xue, Committee Member
Weixin Yao, Special Member

Author:

Dang, Huy

Title:

Modeling data in time and space - studies of irregularities, dependence structure and applications

Graduate Program:

Statistics (PHD)

Keywords:

functional data analysis
time series
spatio-temporal dependence
irregularities detection
EM algorithm
wavelet transform
cs-fMRI

File:

Download Huy_Dang_Final_Thesis_Submission.pdf

Committee Members:

Bing Li, Professor in Charge/Director of Graduate Studies
Bharath Kumar Sriperumbudur, Major Field Member
Marzia Cremona, Special Member
Nicole Lazar, Major Field Member
Francesca Chiaromonte, Chair & Dissertation Advisor
Chaleece Sandberg (she/her), Outside Unit & Field Member