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Author:

Gowda Aghalya Shyama Sundar, Deepika

Title:

Identifying Product Web Pages Using Support Vector Machines

Graduate Program:

Computer Science and Engineering

Keywords:

Machine Learning

File:

Download Deepika-Gowda_Final_Thesis.pdf

Committee Members:

Prasenjit Mitra, Thesis Advisor/Co-Advisor
Prasenjit Mitra, Thesis Advisor/Co-Advisor

Author:

Bolelli, Levent

Title:

Clustering and Topic Discovery in Scientific Literature

Graduate Program:

Computer Science and Engineering

Keywords:

Clustering
Heterogeneous Data Clustering
Data Mining
Machine Learning

File:

Download LeventBolelli-Dissertation.pdf

Committee Members:

C Lee Giles, Committee Chair/Co-Chair
Wang Chien Lee, Committee Member
Padma Raghavan, Committee Member
Alan Maceachren, Committee Member
Raj Acharya, Committee Member

Author:

Zhang, Lei

Title:

ANGEL: A HYBRID CONTENT-BASED FILTERING TOOL FOR PROTECTING TEENS’ SAFETY IN ONLINE SOCIAL NETWORK

Graduate Program:

Computer Science and Engineering

Keywords:

Teens　
Social network
Filtering
Machine Learning

File:

Download Theis_.pdf

Committee Members:

Sencun Zhu, Thesis Advisor/Co-Advisor
Sencun Zhu, Thesis Advisor/Co-Advisor
Daniel Knifer, Thesis Advisor/Co-Advisor

Author:

Zheng, Shuyi

Title:

EFFECTIVE METHODS FOR WEB CRAWLING AND WEB INFORMATION EXTRACTION

Graduate Program:

Computer Science and Engineering

Keywords:

Wrapper Induction
Information Extraction
Web Crawling
Machine Learning

File:

Download ShuyiZheng-Dissertation.pdf

Committee Members:

C Lee Giles, Dissertation Advisor/Co-Advisor
C Lee Giles, Committee Chair/Co-Chair
Jesse Louis Barlow, Committee Member
Daniel Kifer, Committee Member
Murali Haran, Committee Member
Raj Acharya, 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:

Guha Thakurta, Abhradeep

Title:

Differentially Private Convex Optimization For Empirical Risk Minimization And High-dimensional Regression

Graduate Program:

Computer Science and Engineering

Keywords:

Data Privacy
Differential Privacy
Machine Learning
High-dimensional Statistics
Sparse Regression

File:

Download AbhradeepThakurta-Dissertation.pdf

Committee Members:

Adam Davison Smith, Dissertation Advisor/Co-Advisor
Adam Davison Smith, Committee Chair/Co-Chair
Daniel Kifer, Committee Member
Aleksandra B Slavkovic, Committee Member
Sofya Raskhodnikova, 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:

Rao, Abhishek Krishna

Title:

Comparison of Machine Learning techniques for painting classification.

Graduate Program:

Electrical Engineering

Keywords:

Machine Learning
Deep Learning
Art
Image classification
Classifiers

File:

Download AbhishekRao-thesis.pdf

Committee Members:

David Miller, Thesis Advisor/Co-Advisor

Author:

Wang, Yuan

Title:

Markowitz Portfolio Optimization with Misspecified Covariance Matrices

Graduate Program:

Industrial Engineering

Keywords:

Markowitz Portfolio Optimization
ADMM
Machine Learning

File:

Download Yuan_Wang_Thesis.pdf

Committee Members:

Necdet S Aybat, Thesis Advisor/Co-Advisor

Author:

Tuarob, Suppawong

Title:

Predicting Emotions from Temporal Physical and Behavioral Information

Graduate Program:

Industrial Engineering

Keywords:

Emotion Prediction
Forecasting
Machine Learning

File:

Download Tuarob-MSIE-Thesis.pdf

Committee Members:

Conrad S Tucker, Thesis Advisor/Co-Advisor

Author:

Li, Hao

Title:

Image Analysis of Cyberbullying Using Machine Learning Techniques

Graduate Program:

Electrical Engineering

Keywords:

Cyberbullying
Instagram
Machine Learning
Image

File:

Download thesis_final_HaoLi.pdf

Committee Members:

Anna Cinzia Squicciarini, Thesis Advisor/Co-Advisor

Author:

Skocik, Michael Joseph

Title:

Bio-inspired and Neuromorphic Machine Vision System for Analyzing Three-dimensional Data

Graduate Program:

Physics

Keywords:

Computer Aided Diagnosis
Computer Assisted Radiology
Alzheimer's
Mild Cognitive Impairment
Machine Learning
Machine Vision

File:

Download Michael_Skocik-Dissertation.pdf

Committee Members:

Bradley Paul Wyble, Dissertation Advisor/Co-Advisor
John Collins, Committee Chair/Co-Chair
Reka Z Albert, Committee Member
Carina Pamela Curto, 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:

Zhang, Guangxuan

Title:

Making Sense of Conflict in Distributed Teams: A Design Science Approach

Graduate Program:

Information Sciences and Technology

Keywords:

Conflict
Design Science
CM2
Conflict Management System
Argument Detection
Text Mining
Machine Learning
Distributed Team
Open-source Software Development

File:

Download Dissertation_20161127.pdf

Committee Members:

Heng Xu, Dissertation Advisor/Co-Advisor
Heng Xu, Committee Chair/Co-Chair
Sencun Zhu, Committee Member
Zhenhui Li, Committee Member
Daniel Cardoso Llach, Outside Member

Author:

Wang, Kaiyu

Title:

Automatically Extracting Semantic Scholarly Entities from Academic Papers

Graduate Program:

Computer Science and Engineering

Keywords:

Information Extraction
Scholarly Entity
Machine Learning
Natural Language Processing

File:

Download Kaiyu_Wang_thesis__final_version.pdf

Committee Members:

C.Lee Giles, Thesis Advisor/Co-Advisor
C.Lee Giles, Committee Member
Jesse Louis Barlow, Committee Member

Author:

Jha, Devesh Kumar

Title:

Learning and Decision Optimization in Data-Driven Autonomous Systems

Graduate Program:

Mechanical Engineering

Keywords:

Autonomous Systems
Machine Learning
Markov Modeling
Combustion Instability
Decision Making
Motion Planning

File:

Download Devesh-Dissertation.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Christopher Rahn, Committee Member
Thomas Wettergren, Committee Member
Minghui Zhu, Outside Member
Jan Severin Reimann, Outside Member
Abhishek Srivastav, Special Member

Author:

Brawner, Thomas W

Title:

The Diffusion of Instability in Authoritarian Regimes

Graduate Program:

Political Science

Keywords:

Diffusion
Authoritarian Regimes
Democratic Transition
Regularization
Machine Learning
Prediction
Coups

File:

Download brawner_dissertation.pdf

Committee Members:

Joseph Wright, Dissertation Advisor/Co-Advisor
Joseph Wright, Committee Chair/Co-Chair
Donna Bahry, Committee Member
Bumba Mukherjee, Committee Member
Johannes Fedderke, Outside Member

Author:

Gobert, Christian J

Title:

ONLINE DISCONTINUITY DETECTION IN METALLIC POWDER BED FUSION ADDITIVE MANUFACTURING PROCESSES USING VISUAL INSPECTION SENSORS AND SUPERVISED MACHINE LEARNING

Graduate Program:

Mechanical Engineering

Keywords:

Additive Manufacturing
Machine Learning
Powder Bed Fusion
Flaw Detection
Image Processing

File:

Download Gobert_Thesis-2017.pdf

Committee Members:

Asok Ray, Thesis Advisor/Co-Advisor
Shashi Phoha, Committee Member
Edward Reutzel, Committee Member
Guha Manogharan, Committee Member
Jan Petrich, Committee Member

Author:

Kotobi, Khashayar

Title:

INFORMED COGNITIVE RADIOS

Graduate Program:

Electrical Engineering

Keywords:

Cognitive Radio
Wireless Communication
Machine Learning
Data Science
Data Mining
Blockchain
Security
Spectrum Sharing

File:

Download Kotobi-Dissertation.pdf

Committee Members:

Sven Bilen, Dissertation Advisor/Co-Advisor
Sven Bilen, Committee Chair/Co-Chair
Kenneth Jenkins, Committee Member
Jeffrey Mayer, Committee Member
Conrad Tucker, Outside Member

Author:

Zhang, Jian

Title:

Development of Automated Neuro-Simulation Protocols for Pressure and Rate Transient Analysis Applications

Graduate Program:

Energy and Mineral Engineering

Keywords:

Neuro-Simulation
Machine Learning
Neural Network
Numerical Reservoir Simulation
Pressure Transient Analysis
Rate Transient Analysis

File:

Download Dissertation.pdf

Committee Members:

Turgay Ertekin, Dissertation Advisor/Co-Advisor
Turgay Ertekin, Committee Chair/Co-Chair
Sanjay Srinivasan, Committee Member
Li Li, Committee Member
Kultegin Aydin, Outside Member