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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:

Lyu, Yafei

Title:

STATISTICAL INTEGRATION OF GENOMIC DATA ACROSS LABS, PLATFORMS AND EXPERIMENTAL CONDITIONS

Graduate Program:

Bioinformatics and Genomics

Keywords:

High throughput sequencing
Data integration
Co-expression network
Copula
Graphical model
mixture model

File:

Download Yafei_Thesis.pdf

Committee Members:

Qunhua Li, Dissertation Advisor/Co-Advisor
Qunhua Li, Committee Chair/Co-Chair
Yu Zhang, Committee Member
Ross Cameron Hardison, Committee Member
Lingzhou Xue, Outside Member
Rongling Wu, Committee Member

Author:

Johnston, Ann

Title:

Register based human population size estimation: a geometric perspective toward assessing sensitivity to unverifiable independence assumptions

Graduate Program:

Statistics

Keywords:

Log-linear models
Capture-recapture
Sensitivity analysis
Data integration
Official statistics

File:

Download AnnJohnston-MSThesis.pdf

Committee Members:

Aleksandra B Slavkovic, Thesis Advisor/Co-Advisor
Ephraim Mont Hanks, Committee Member
Murali Haran, Program Head/Chair

Author:

Feng, Dapeng

Title:

Differentiable Hydrologic Models: A Systematic Integration of Deep Learning and Physical Models for Large Scale Hydrologic Simulation

Graduate Program:

Civil Engineering (PHD)

Keywords:

Physics-constrained deep learning
Differentiable hydrologic models
Prediction in ungauged regions
Data integration
Streamflow prediction
Large scale hydrologic modeling

File:

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Committee Members:

Li Li, Major Field Member
Chaopeng Shen, Chair & Dissertation Advisor
Jenni Evans, Outside Unit & Field Member
Daniel Kifer, Outside Field Member
Patrick Fox, Program Head/Chair