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Author:

Felemban, Noor

Title:

Information Retrieval From Images and Videos in Mobile Networks

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

mobile networks
deep learning
neural networks
image retrieval
video retrieval
cloud computing
distributed systems

File:

Download nfelemban_thesis_submission.pdf

Committee Members:

Thomas La Porta, Chair & Dissertation Advisor
Soundar Kumara, Outside Unit & Field Member
Ting He, Major Field Member
C Lee Giles, Major Field Member
Vishal Monga, Major Field Member
Chitaranjan Das, Program Head/Chair

Author:

Farhadi, Vaji

Title:

Resource allocation for edge cloud and smart grid

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

DC-QSS
cascading failure
blackouts
preventive control
SCADA
PLCC
Mobile edge computing
workload scheduling
service placement
complexity analysis
algorithm design
Resource Allocation

File:

Download Thesis-VF.pdf

Committee Members:

Thomas La Porta, Co-Chair & Dissertation Advisor
Mort Webster, Outside Unit & Field Member
Ting He, Co-Chair & Dissertation Advisor
Nilanjan Ray Chaudhuri, Major Field Member
Chitaranjan Das, Program Head/Chair

Author:

Lu, Hanlin

Title:

Data Reduction for Communication-efficient Machine Learning

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

distributed machine learning
coreset
distributed k-means
quantization
dimensionality reduction
edge-based machine learning

File:

Download Hanlin_Lu_dissertation.pdf

Committee Members:

Vijaykrishnan Narayanan, Major Field Member
Lingzhou Xue, Outside Unit & Field Member
Ting He, Chair & Dissertation Advisor
Mehrdad Mahdavi, Major Field Member
Chitaranjan Das, Program Head/Chair

Author:

Zientara, Peter

Title:

Design of a Vision Based Assistive System for Visually Impaired Persons

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

FPGA
Visually Impaired
Assistive System
Distributed
Heterogenous
Computer Vision
Grocery
CNN
DCNN

File:

Download peter_z_thesis.pdf

Committee Members:

Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Jack Carroll, Outside Unit & Field Member
Ting He, Major Field Member
John Sampson, Major Field Member & Dissertation Advisor
Chitaranjan Das, Program Head/Chair

Author:

He, Fang

Title:

Applications of Deep Learning on Temporal and Graph Data Mining

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Temporal Data Mining
Graph Data Mining
Representation Learning
Deep Learning

File:

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Committee Members:

Kamesh Madduri, Major Field Member
Ting He, Major Field Member
Wang-Chien Lee, Chair & Dissertation Advisor
Zhen Lei, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Author:

Liu, Heting

Title:

Machine Learning in Mobile Edge Computing: Enhancing Efficiency in Inference and Training

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Edge Computing
Resource Allocation
Machine Learning
Federated Learning

File:

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Committee Members:

Fenglong Ma, Outside Unit & Field Member
Ting He, Major Field Member
Jing Yang, Major Field Member
Guohong Cao, Chair & Dissertation Advisor
Chitaranjan Das, Program Head/Chair

Author:

Lin, Yilei

Title:

Topology Inference in Modern Communication Networks

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

computer networks
topology inference
NFV
queuing networks

File:

Download Yilei__Dissertation-5.pdf

Committee Members:

Thomas La Porta, Major Field Member
Ting He, Chair & Dissertation Advisor
Mingfu Shao, Major Field Member
Chitaranjan Das, Program Head/Chair
Uday Shanbhag, Outside Unit & Field Member

Author:

Xie, Tian

Title:

Resilient Cache Network Management: Algorithms, Analysis, Experiments

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

cache inference
denial of service attack
Software defined networking
cache replacement policy
access delay
attack resilience
TTL approximation
overlay routing
online routing
flow table size inference
adversarial reconnaissance
joint caching and routing
approximation algorithm

File:

Download Tian__dissertation_draft_2024_v2.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Peng Liu, Outside Unit & Field Member
Ting He, Chair & Dissertation Advisor
Mingfu Shao, Major Field Member
Thomas La Porta, Major Field Member

Author:

Huang, Yudi

Title:

Towards Secure and Performant Cyber-Physical Systems: Estimation, Optimization, and Control

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Cyber-physical systems
Smart Grid
Attack recovery
System resilience
Overlay routing
Cross-path attack
PMU placement

File:

Download Yudi__PhD_Dissertation.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Thomas La Porta, Major Field Member
Ting He, Chair & Dissertation Advisor
Uday Shanbhag, Outside Unit & Field Member
Nilanjan Ray Chaudhuri, Major Field Member

Author:

Hung, Hui Ju

Title:

Algorithms and models toward novel graph problems and applications

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Network intervention
optimization algorithms
social networks
graph optimization problem
network intervention
social network
reinforcement learning
transfer learning
node representation

File:

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Committee Members:

Sy-Miin Chow, Outside Unit & Field Member
Ting He, Major Field Member
Wang-Chien Lee, Co-Chair & Dissertation Advisor
Sencun Zhu, Major Field Member
Zhen Lei, Co-Chair of Committee
Chitaranjan Das, Program Head/Chair