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Author:

Liu, Yikang

Title:

Computational Methods for Neuroscience Discovery with Neuroimaging Data

Graduate Program:

Biomedical Engineering

Keywords:

rsfMRI
rat
computational methods
data analysis
deep learning
high-dimensional data mining
image segmentation
systems neuroscience
rsfMRI denoising
spatiotemporal dynamics

File:

Download Yikang_Liu_Dissertation.pdf

Committee Members:

Nanyin Zhang, Dissertation Advisor/Co-Advisor
Nanyin Zhang, Committee Chair/Co-Chair
Xiao Liu, Committee Member
William Evan Higgins, Committee Member
Kevin Douglas Alloway, Outside Member
Daniel J Hayes, Program Head/Chair

Author:

Liu, Bingyuan

Title:

Topics on Nonconvex Learning

Graduate Program:

Statistics

Keywords:

Nonconvex optimization
machine learning
statistical learning
deep learning

File:

Download Thesis_BingyuanLiu.pdf

Committee Members:

Lingzhou Xue, Dissertation Advisor/Co-Advisor
Runze Li, Committee Member
Bing Li, Committee Member
Yanyuan Ma, Committee Member
Zihan Zhou, Outside Member
Ephraim Mont Hanks, Program Head/Chair
Lingzhou Xue, Committee Chair/Co-Chair