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Author:

Rao, Aniruddha Rajendra

Title:

Statistical Methods for Non-Linear Modeling in Functional Data

Graduate Program:

Statistics (PHD)

Keywords:

Functional Data
Neural Network
Deep Learning
Non-Linear Modeling
Imputation

File:

Download Defense_Document_Aniruddha.pdf

Committee Members:

Lin Lin, Major Field Member
Suhang Wang, Outside Unit & Field Member
Jia Li, Major Field Member
Matthew Reimherr, Chair & Dissertation Advisor
Ephraim Hanks, Program Head/Chair

Author:

Saab, Samer

Title:

Investigation of Deep Neural Networks From Control and Optimization Perspectives

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Deep Learning
Neural Networks
Optimization
Control Theory
First-order Gradient Descent
Heavy-ball Optimizer
Recurrent Neural Networks
State-space Representations

File:

Download SamerSaabJr_Dissertation.pdf

Committee Members:

Minghui Zhu, Co-Chair & Dissertation Advisor
Shashi Phoha, Co-Chair of Committee
Puneet Singla, Outside Unit & Field Member
Nilanjan Ray Chaudhuri, Major Field Member
Asok Ray, Major Field Member & Dissertation Advisor
Kultegin Aydin, Program Head/Chair

Author:

Wu, Chenyan

Title:

Spatial, Temporal, and Morphological Perspectives: Advancing Understanding of Visual Data Depicting Humans

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Computer Vision
Deep Learning
Bodily Expressed Emotion Understanding
Human Pose Estimation
Human Orientation Estimation
Placenta

File:

Download Chenyan_Thesis_final_submission.pdf

Committee Members:

James Wang, Chair & Dissertation Advisor
Sharon Huang, Major Field Member
Alison Gernand, Outside Unit & Field Member
Jeffrey Bardzell, Program Head/Chair
C Lee Giles, Major Field Member

Author:

Khan, Md Fahim

Title:

Constraint Driven Multimodal Edge Intelligence

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Quantization
Mixed Precision
Deep Learning
Online Learning
Quantization
Mixed Precision
Deep Learning
Computer Vision
Online Learning
ReRAM
Crossbar
Energy Harvesting
Power Predictor
Depth Completion
Generative Adversarial Networks
GAN
Image Compression
Sensor Sampling
Sparse Depth
Multimodal Sensing
Sensor Fusion
Sensor Failure
Robustness

File:

Download PSUThesis_Faysal.pdf

Committee Members:

Madhavan Swaminathan, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
Mehrdad Mahdavi, Major Field Member
Hadi Hosseini, Outside Unit & Field Member
Siddharth Advani, Special Member