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Author:

Chen, Qipin

Title:

Nonlinear computations in neural networks and applications

Graduate Program:

Mathematics

Keywords:

Homotopy
Neural Network
Initialization

File:

Download Qipin-Chen-Dissertation.pdf

Committee Members:

Wenrui Hao, Dissertation Advisor/Co-Advisor
Wenrui Hao, Committee Chair/Co-Chair
John Harlim, Committee Member
Wen Shen, Committee Member
Xiang Gao, Outside Member
Carina Pamela Curto, Program Head/Chair

Author:

Chen, Jianhong

Title:

Reducing Model Complexity and Overcoming Overfitting: Deep Learning Algorithms and Medical Applications

Graduate Program:

Mathematics

Keywords:

Deep learning
Compressed sensing
Medical application

File:

Download JianhongChen-Dissertation.pdf

Committee Members:

Jinchao Xu, Dissertation Advisor/Co-Advisor
Wenrui Hao, Committee Member
Xiantao Li, Committee Member
Ludmil Tomov Zikatanov, Committee Member
Xiang Zhang, Outside Member
Alexei Novikov, Program Head/Chair
Jinchao Xu, Committee Chair/Co-Chair