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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:

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:

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:

Liu, Xi

Title:

Quantifying cities through user-generated geosocial content with GeoAI

Graduate Program:

Geography

Keywords:

GIScience
GeoAI
Cities
Computational Social Science
Machine Learning
Data Mining

File:

Download Xi_Liu_dissertation_revised_v2.pdf

Committee Members:

Clio Maria Andris, Dissertation Advisor/Co-Advisor
Clio Maria Andris, Committee Chair/Co-Chair
Alan M Mac Eachren, Committee Member
Donna Peuquet, Committee Member
Bruce A Desmarais, Jr., Outside Member

Author:

Tang, Xianfeng

Title:

Beyond Accurate Graph Neural Networks

Graduate Program:

Information Sciences and Technology

Keywords:

Machine Learning
Data Mining
Graph Data
Graph Neural Networks
Adversarial Attack
Robustness
Fairness
Explainable Machine Learning
Deep Learning

File:

Download Final_Dissertation_Beyond_Accurate_Graph_Neural_Networks.pdf

Committee Members:

Prasenjit Mitra, Dissertation Advisor/Co-Advisor
Prasenjit Mitra, Committee Chair/Co-Chair
Suhang Wang, Committee Chair/Co-Chair
Xiang Zhang, Committee Member
Wang-Chien Lee, Outside Member
Mary Beth Rosson, Program Head/Chair
Suhang Wang, Dissertation Advisor/Co-Advisor

Author:

Rahimian, Mina

Title:

A Data Mining Model and a Real-Time Predictive Software Prototype for the Spatial Design and Planning of High Energy Performance Solar Community Microgrids

Graduate Program:

Architecture (PHD)

Keywords:

Data Mining
Machine Learning
Community Microgrid
Energy Consumption
Urban Scale
Energy Performance
Predictive
Software

File:

Download PhD_Dissertation_Mina_Rahimian.pdf

Committee Members:

Jose Pinto Duarte, Chair & Dissertation Advisor
Seth Blumsack, Outside Unit Member
Lisa Iulo, Major Field Member & Dissertation Advisor
Guido Cervone, Outside Field Member
Ute Poerschke, Program Head/Chair

Author:

Yao, Huaxiu

Title:

Learning to Learn with Structured Knowledge

Graduate Program:

Information Sciences and Technology

Keywords:

Machine Learning
Data Mining
Deep Learning
Meta-learning
Relation Learning
Few-shot Learning

File:

Download PhD_Dissertation_Huaxiu.pdf

Committee Members:

Zhenhui Li, Dissertation Advisor/Co-Advisor
Zhenhui Li, Committee Chair/Co-Chair
Suhang Wang, Committee Member
Xiang Zhang, Committee Member
Lingzhou Xue, Outside Member
Mary Beth Rosson, Program Head/Chair