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Author:

Kocak, Fatih

Title:

Network Traffic Analysis: Anomaly Detection and Some Implications of Neutrality

Graduate Program:

Electrical Engineering

Keywords:

machine learning
anomaly detection
p-value
clustering
feature selection
network neutrality
game theory
caching
networks

File:

Download FatihKocak-Dissertation.pdf

Committee Members:

David Jonathan Miller, Dissertation Advisor/Co-Advisor
George Kesidis, Dissertation Advisor/Co-Advisor
Kenneth Jenkins, Committee Member
John F Doherty, Committee Member
Anna Cinzia Squicciarini, Committee Member

Author:

Jha, Manjari

Title:

Probabilistic Techniques for Metagenomic Clustering and Intrusion Detection

Graduate Program:

Electrical Engineering

Keywords:

metagenomics
intrusion detection
clustering
unsupervised

File:

Download ManjariJ_thesis.pdf

Committee Members:

Raj Acharya, Dissertation Advisor/Co-Advisor
Kultegin Aydin, Committee Chair/Co-Chair
David Jonathan Miller, Committee Member
Vishal Monga, Committee Member
Mary Poss, Outside Member

Author:

Ghalyan, Najah

Title:

Sequential Machine Learning for Decision-Making in Mechanical Systems

Graduate Program:

Mechanical Engineering

Keywords:

symbolic dynamics
Hidden Markov Models
ergodicity
measure-preserving transformations
image classification
fatigue damage
thermoacoustic instabilities
probabilistic finite state automata
time series
bag-of-words
support vector machines
generating partition
quantization
lossy source coding
sliding block source coding
clustering
dynamic programming
Viterbi algorithm
anomaly detection
change point detection
transient change detection
quickest change detection
data-driven modeling

File:

Download PhD_Dissertation_Najah_Ghalyan.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Eric Russell Marsh, Committee Member
Alok Sinha, Committee Member
David Jonathan Miller, Outside Member
William Kenneth Jenkins, Outside Member
Shashi Phoha, Outside Member
Daniel Connell Haworth, Program Head/Chair