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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:

Qiu, Zhicong

Title:

Semisupervised Active Learning and Group Anomaly Detection with Unknown or Label-Scarce Categories

Graduate Program:

Electrical Engineering

Keywords:

Active learning (AL)
cross entropy
inductive bias
logistic regression
p-value
rare classes
regularization
semisupervised learning (SL).
Active learning
cross entropy
inductive bias
logistic regression
p-value
rare classes
regularization
semi-supervised learning
group anomaly detection
network intrusion detection
Gaussian mixture model
Bonferroni approximation

File:

Download Comp.pdf

Committee Members:

David Jonathan Miller, Dissertation Advisor/Co-Advisor
David Jonathan Miller, Committee Chair/Co-Chair
John F Doherty, Committee Member
George Kesidis, Committee Member
Sencun Zhu, Outside Member