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Author:

Fox, Maxine Rebecca

Title:

Quantization and Adaptivity of Wavelet Scattering Networks for Classification Applications

Graduate Program:

Electrical Engineering

Keywords:

wavelet scattering networks
quantization
machine learning
backpropagation
convolutional neural networks

File:

Download MaxineFox_MS-Thesis.pdf

Committee Members:

Ram Mohan Narayanan, Thesis Advisor/Co-Advisor
Timothy Joseph Kane, Committee Member
Dr. Raghu G. Raj, Special Signatory
Kultegin Aydin, Program Head/Chair

Author:

Leng, Shiyang

Title:

Energy Cooperation and Information Freshness in Wireless Networks

Graduate Program:

Electrical Engineering

Keywords:

wireless communications
energy harvesting
wireless energy transfer
information freshness
age of information
game theory
Stackelberg game
machine learning
deep reinforcement learning
stochastic geometry
dynamic programming

File:

Download ShiyangLengDissertationFinal.pdf

Committee Members:

Aylin Yener, Dissertation Advisor/Co-Advisor
Aylin Yener, Committee Chair/Co-Chair
Thomas F La Porta, Committee Member
Viveck Ramesh Cadambe, Committee Member
Vinayak V Shanbhag, Outside Member
Ludmil Tomov Zikatanov, Outside Member
Kultegin Aydin, Program Head/Chair

Author:

Zhou, Keren

Title:

machine learning-enhanced dynamic laser speckle imaging for rapid antimicrobial susceptibility testing

Graduate Program:

Electrical Engineering

Keywords:

Antibacterial susceptibility testing
phenotype
bacteria
laser speckle imaging
machine learning

File:

Download Ms_kz_v3.pdf

Committee Members:

Seyedehaida Ebrahimi, Thesis Advisor/Co-Advisor
Zhiwen Liu, Committee Member
Kultegin Aydin, Program Head/Chair

Author:

Noble, Joshua

Title:

Applied Numerical Methods in Characterizing Optical Nanomaterials and Nanostructures

Graduate Program:

Electrical Engineering

Keywords:

holography
optics
pulse reconstruction
ultrafast
near field
numerical methods
machine learning
nonlinear
nanostructures
2d materials

File:

Download Noble_Dissertation_2020_final.pdf

Committee Members:

Zhiwen Liu, Dissertation Advisor/Co-Advisor
Zhiwen Liu, Committee Chair/Co-Chair
Timothy Joseph Kane, Committee Member
Xingjie Ni, Committee Member
Sri-Rajasekhar Kothapalli, Outside Member
Hans Hallen, Special Member
Kultegin Aydin, Program Head/Chair

Author:

Hojjatinia, Sarah

Title:

System Identification Algorithms for Noisy Data with Application to Behavior Modeling

Graduate Program:

Electrical Engineering

Keywords:

System identification
data analysis
modeling
physical activity
behavior
machine learning
algorithm
noisy data
social network
switched systems
markov
design
SARMAX
SARX
Markov jump
hybrid
health
Real Data

File:

Download Sarah-Dissertation_Final.pdf

Committee Members:

Constantino Manuel Lagoa, Dissertation Advisor/Co-Advisor
Constantino Manuel Lagoa, Committee Chair/Co-Chair
Vishal Monga, Committee Member
Minghui Zhu, Committee Member
David E Conroy, Outside Member
Kultegin Aydin, Program Head/Chair