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Author:

Sharpless, Brian Andrew

Title:

Towards a Different Classification of Mood and Anxiety: A Critical Review of the History of Psychopathology Classification and a Psychometric Investigation of a New Self-Report Measure of Negative Affectivity

Graduate Program:

Psychology

Keywords:

Negative Affect
Psychopathology
Classification
History of Psychology
Mood Disorders
Anxiety Disorders
Self Report Measures

File:

Download Final_Diss_Printing_Copy.pdf

Committee Members:

Thomas D Borkovec, Committee Chair/Co-Chair
Louis Georges Castonguay, Committee Member
Daniel Joseph Conway, Committee Member
Craig Edelbrock, Committee Member

Author:

Ertekin, Seyda

Title:

LEARNING IN EXTREME CONDITIONS: ONLINE AND ACTIVE LEARNING WITH MASSIVE, IMBALANCED AND NOISY DATA

Graduate Program:

Computer Science and Engineering

Keywords:

Machine Learning
Online Learning
Active Learning
Support Vector Machines
Classification
Data Mining

File:

Download SeydaErtekin_Dissertation.pdf

Committee Members:

C Lee Giles, Dissertation Advisor/Co-Advisor
C Lee Giles, Committee Chair/Co-Chair
Leon Bottou, Committee Member
Raj Acharya, Committee Member
Jia Li, Committee Member
Tracy Mullen, Committee Member

Author:

Tuarob, Suppawong

Title:

Information Extraction and Metadata Annotation for Algorithms in Digital Libraries

Graduate Program:

Computer Science and Engineering

Keywords:

Algorithms
Search Engine
Machine Learning
Classification

File:

Download tuarob_phd_cse_dissertation.pdf

Committee Members:

C Lee Giles, Dissertation Advisor/Co-Advisor
Prasenjit Mitra, Dissertation Advisor/Co-Advisor
Raj Acharya, Committee Chair/Co-Chair
Robert Collins, Committee Member
Wang Chien Lee, Committee Member
Conrad S Tucker, Committee Member
Lee David Coraor, Special Member

Author:

Park, Sae Na

Title:

Classification of Transients by Distance Measures

Graduate Program:

Statistics

Keywords:

Classification
Kullback-Leibler divergence
Kernel density estimation
Transients
Variable stars

File:

Download SaenaPark-Dissertation.pdf

Committee Members:

G Jogesh Babu, Dissertation Advisor/Co-Advisor
G Jogesh Babu, Committee Chair/Co-Chair
John Fricks, Committee Member
Matthew Logan Reimherr, Committee Member
Eric B Ford, Committee Member

Author:

Lee, Beom Ki

Title:

Machine Learning in Cardiac Diseases - Comparison of Performance of Selected Algorithms

Graduate Program:

Industrial Engineering (MS)

Keywords:

Machine Learning
Healthcare
Classification
Supervised Learning
Prediction
Data Analysis
Data Science
Cardiovascular

File:

Download BKLEE_Thesis_FinalDraft.pdf

Committee Members:

Steven James Landry, Program Head/Chair
Soundar Kumara, Thesis Advisor/Co-Advisor
Paul Griffin, Committee Member

Author:

Altamimi, Abdulelah Lafi

Title:

Deep Learning Approach to Large-Scale Systems

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Deep Reinforcement Learning
Wildfire Mitigation
Stochastic Model Predictive Control
Classification
System Identification
Parameters Estimation
Deep Learning
Neural Network

File:

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Committee Members:

Minghui Zhu, Major Field Member
Constantino Lagoa, Chair & Dissertation Advisor
Jing Yang, Major Field Member
Kostas Papakonstantinou, Outside Unit & Field Member
Madhavan Swaminathan, Program Head/Chair

Author:

Tsang, Bryan

Title:

Classification and Discrimination of Drones and Birds Using micro-Doppler Images

Graduate Program:

Electrical Engineering (MS)

Keywords:

micro-Doppler
UAV
Drone
Bird
Classification
SVM
Radar

File:

Download Tsang_Thesis.pdf

Committee Members:

Kultegin Aydin, Program Head/Chair
Ram Mohan Narayanan, Thesis Advisor/Co-Advisor
Tim Kane, Committee Member
Ramesh Bharadwaj, Special Signatory

Author:

Wright, Isaac

Title:

Machine Learning Methods for Regression and Classification with Functional Data

Graduate Program:

Statistics (PHD)

Keywords:

Functional Data
Boosting
Decision Trees
Classification
Regression
Machine Learning
Supervised Learning
Unsupervised Learning

File:

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Committee Members:

Ephraim Hanks, Professor in Charge/Director of Graduate Studies
Jia Li, Major Field Member
Matthew Reimherr, Chair & Dissertation Advisor
John Liechty, Outside Unit & Field Member
Francesca Chiaromonte, Major Field Member

Author:

Metwaly, Kareem

Title:

Explainable, Informed Deep Learning For Signal And Image Estimation

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Deep Learning
Neural Network
Image Processing
Signal Processing
Algorithm Unrolling
Dehazing
Beampattern Design
Classification
Computer Vision
Attribute Prediction
Prior Guided
Informed Learning
Estimation

File:

Download KareemMetwaly.pdf

Committee Members:

Abhronil Sengupta, Major Field Member
William Higgins, Major Field Member
Vikash Gayah, Outside Unit & Field Member
Vishal Monga, Chair & Dissertation Advisor
Thomas La Porta, Program Head/Chair

Author:

Balaji, Laxmaan

Title:

A Differentiable Synthetic Prediction Market

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Machine Learning
Prediction Market
Synthetic Prediction Market
Supervised Learning
Classification

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
C Lee Giles, Thesis Advisor/Co-Advisor
Sarah Michele Rajtmajer, Thesis Advisor/Co-Advisor
Christopher H Griffin, Committee Member