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Author:

Xiong, Sihan

Title:

BAYESIAN NONPARAMETRIC MODELING OF CATEGORICAL DATA WITH APPLICATIONS TO DYNAMIC DATA-DRIVEN SYSTEMS

Graduate Program:

Mechanical Engineering

Keywords:

Bayesian nonparametric
Causal inference
Panel Data
Variational Inference
Sequential Classification
Information fusion

File:

Download thesis_submit.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Shashi Phoha, Committee Member
Christopher D. Rahn, Committee Member
Mark Levi, Outside Member

Author:

Hauser, Michael B

Title:

Principles of Riemannian Geometry in Neural Networks

Graduate Program:

Mechanical Engineering

Keywords:

Neural networks
Algebraic geometry
Riemannian manifolds
Machine learning
Non-abelian gauge theories

File:

Download thesis-principles-riemannian.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Shashi Phoha, Committee Member
Daniel Connell Haworth, Committee Member
Kenneth Jenkins, Outside Member

Author:

Chattopadhyay, Pritthi

Title:

Data-Driven Modeling and Pattern Recognition of Dynamical Systems

Graduate Program:

Mechanical Engineering

Keywords:

data-driven modeling
time series analysis

File:

Download PhD_Dissertation_PritthiChattopadhyay.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Christopher Rahn, Committee Member
Minghui Zhu, Committee Member
Shashi Phoha, Outside Member