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1. Pattern Recognition using Symbolic Dynamic Filtering

open_access
Open Access
Author:
Subbu, Aparna
Title:
Pattern Recognition using Symbolic Dynamic Filtering
Graduate Program:
Electrical Engineering
Keywords:
Symbolic dynamics
Analytic signal
Markov modeling
Pattern recognition
Image understanding
Anomaly Detection
File:
Download Aparna_Dissertation.pdf
Committee Members:
Asok Ray, Dissertation Advisor/Co-Advisor
Constantino Manuel Lagoa, Committee Chair/Co-Chair
Shashi Phoha, Committee Chair/Co-Chair
Asok Ray, Committee Member
Jeffrey Scott Mayer, Committee Member
Alok Sinha, Committee Member

2. Behavioral Pattern Identification for Structural Health Monitoring in Complex Systems

open_access
Open Access
Author:
GUPTA, SHALABH
Title:
Behavioral Pattern Identification for Structural Health Monitoring in Complex Systems
Graduate Program:
Mechanical Engineering
Keywords:
Life Extending Control
Flexible Mechanical Couplings
Pulse Combustors
Stochastic Behavior
Life Estimation
Thermodynamic Formalism
Complex Systems
Symbolic Dynamics
Signal Processing
Pattern Identification
Structural Health Monitoring
Fatigue Damage
Anomaly Detection
Fault Diagnosis and Prognosis
File:
Download ShalabhGuptaThesis.pdf
Committee Members:
Asok Ray, Committee Chair/Co-Chair
Anil Kamalakant Kulkarni, Committee Member
Donald Albert Koss, Committee Member
Jeffrey Scott Mayer, Committee Member
Eric Keller, Committee Member

4. Pattern Discovery from Unstructured and Scarcely Labeled Text Corpora

open_access
Open Access
Author:
Soleimani Bajestani, Hossein
Title:
Pattern Discovery from Unstructured and Scarcely Labeled Text Corpora
Graduate Program:
Electrical Engineering
Keywords:
Machine Learning
Topic Models
Anomaly Detection
Semi-supervised Learning
Text Modeling
Credit Attribution
File:
Download Hossein-Dissertation.pdf
Committee Members:
David J. Miller, Dissertation Advisor/Co-Advisor
David J. Miller, Committee Chair/Co-Chair
George Kesidis, Committee Member
Vishal Monga, Committee Member
C. Lee Giles, Outside Member
David Russell Hunter, Outside Member

6. Data Anomaly Detection and Correction in PMU Measurements for Wide-Area Monitoring Applications

open_access
Open Access
Author:
Mahapatra, Kaveri
Title:
Data Anomaly Detection and Correction in PMU Measurements for Wide-Area Monitoring Applications
Graduate Program:
Electrical Engineering
Keywords:
Synchrophasor
PMU
Wide Area Monitoring
Cyberphysical Security
Oscillation Monitoring
Event Detection
Disturbance Detection
Disturbance Classification
Wide area control
Damping Control
Neuromorphic Computing
Spiking Neural Network
Anomaly Detection
Corruption Detection
Event Classification
Data Anomaly
File:
Download Kaveri-Dissertation_Final1.pdf
Committee Members:
Nilanjan Ray Chaudhuri, Dissertation Advisor/Co-Advisor
Nilanjan Ray Chaudhuri, Committee Chair/Co-Chair
Minghui Zhu, Committee Member
Mehdi Kiani, Committee Member
James Freihaut, Outside Member
Kultegin Aydin, Program Head/Chair

7. Probabilistic Machine Learning for Advanced Engineering Design Optimization and Diagnostics

open_access
Open Access
Author:
Mondal, Sudeepta
Title:
Probabilistic Machine Learning for Advanced Engineering Design Optimization and Diagnostics
Graduate Program:
Mechanical Engineering
Keywords:
Machine learning
Combustion
Additive Manufacturing
Multi-Fidelity Modeling
Anomaly Detection
File:
Download PhD_Dissertation_Sudeepta.pdf
Committee Members:
Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Amrita Basak, Committee Chair/Co-Chair
Christopher D. Rahn, Committee Member
Achintya Mukhopadhyay, Special Member
Shashi Phoha, Outside Member
Daniel Connell Haworth, Program Head/Chair
Amrita Basak, Dissertation Advisor/Co-Advisor
Daniel Connell Haworth, Committee Member

8. Towards Designing Accurate Detection Methods for Emerging Cyber Threats

open_access
Open Access
Author:
Yuan, Lun Pin
Title:
Towards Designing Accurate Detection Methods for Emerging Cyber Threats
Graduate Program:
Computer Science and Engineering (PHD)
Keywords:
Anomaly Detection
Cybersecurity
Machine Learning
Deep Learning
Cyberthreats
Malware
File:
Download lunpin_dissertation.pdf
Committee Members:
Peng Liu, Co-Chair of Committee
G. Tan, Major Field Member
Sencun Zhu, Chair & Dissertation Advisor
Anna Squicciarini, Outside Unit & Field Member
Guohong Cao, Major Field Member
Chitaranjan Das, Program Head/Chair

9. Anomaly Detection of Test-Time Evasion Attacks in the Audio Domain

open_access
Open Access
Author:
Geer, Connor
Title:
Anomaly Detection of Test-Time Evasion Attacks in the Audio Domain
Graduate Program:
Computer Science and Engineering (MS)
Keywords:
Adversarial Machine Learning
Neural Networks
Audio
Anomaly Detection
File:
Download thesis.pdf
Committee Members:
Chitaranjan Das, Program Head/Chair
George Kesidis, Thesis Advisor/Co-Advisor
David Jonathan Miller, Committee Member
Syed Rafiul Hussain, Committee Member

10. In-Situ Process Monitoring of Directed Energy Deposition Powder Flow to Detect Anomalies

open_access
Open Access
Author:
Moroney, Sheila
Title:
In-Situ Process Monitoring of Directed Energy Deposition Powder Flow to Detect Anomalies
Graduate Program:
Mechanical Engineering (MS)
Keywords:
Additive Manufacturing
Directed Energy Deposition
In-Process Monitoring
Powder Flow Rate
Anomaly Detection
File:
Download Sheila_Moroney_Masters_Thesis_Final.pdf
Committee Members:
Robert Kunz, Professor in Charge/Director of Graduate Studies
Edward William Reutzel, Thesis Advisor/Co-Advisor
Amrita Basak, Committee Member