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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

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

Author:

Rajagopalan, Venkatesh

Title:

Symbolic Dynamic Filtering of Complex Systems

Graduate Program:

Electrical Engineering

Keywords:

Markov Modeling
Anomaly Detection
Symbolic Dynamics

File:

Download Venkatesh-Dissertation.pdf

Committee Members:

Jeffrey Scott Mayer, Committee Chair/Co-Chair
Asok Ray, Committee Chair/Co-Chair
Constantino Manuel Lagoa, Committee Member
Marc Carpino, Committee Member

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

Author:

Chen, Cheng Kai

Title:

Biomarkers Discovery Using Network Based Anomaly Detection

Graduate Program:

Computer Science and Engineering

Keywords:

Feature Selectionn
Anomaly Detection
Graph Similarity

File:

Download Cheng-Kai_Chen_thesis_final.pdf

Committee Members:

Vasant Honavar, Thesis Advisor/Co-Advisor

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

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

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

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

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

Author:

Xin, Yanan

Title:

Mobility-Based Anomaly Detection

Graduate Program:

Geography

Keywords:

Mobility Analysis
Anomaly Detection
Spatial Data Mining
Deep Learning
Machine Learning

File:

Download Doctoral_Dissertation_Xin.pdf

Committee Members:

Alan M Mac Eachren, Dissertation Advisor/Co-Advisor
Alan M Mac Eachren, Committee Chair/Co-Chair
Manzhu Yu, Committee Member
Justine Blanford, Committee Member
Xiaolong (Luke) Zhang, Outside Member
Cynthia Ann Brewer, Program Head/Chair

Author:

Navagato, Marc Dominic

Title:

Defect Identification in Dielectric and Composite Materials Using Noise-Based Microwave Nondestructive Testing Techniques

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Nondestructive Testing
Microwave Testing
Neural Networks
Dimensionality Reduction
Noise Radar
Noise Waveforms
Microwave Nondestructive Testing
Stacked Autoencoders
Anomaly Detection

File:

Download PhD_Dissertation_Navagato.pdf

Committee Members:

Michael Lanagan, Outside Unit & Field Member
Ram Narayanan, Chair & Dissertation Advisor
Julio Urbina, Major Field Member
David Jenkins, Major Field Member
Kultegin Aydin, Program Head/Chair

Author:

Chen, Xiangyi

Title:

MODEL-BASED AND DATA-DRIVEN ANOMALY DETECTION AND FAULT ACCOMMODATION OF NUCLEAR POWER PLANTS

Graduate Program:

Nuclear Engineering (PHD)

Keywords:

Nuclear Power Plants
Anomaly Detection
Fault Accommodation
Probabilistic Finite State Automaton
Reinforcement Learning

File:

Download DissertationXiangyiChen.pdf

Committee Members:

William Walters, Major Field Member
Fan-Bill Cheung, Major Field Member
Fan Zhang, Special Member
Nilanjan Ray Chaudhuri, Outside Unit & Field Member
Asok Ray, Chair & Dissertation Advisor
Arthur Thompson Motta, Professor in Charge/Director of Graduate Studies