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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:

Li, Qiyuan

Title:

Examining the Effects of Learners’ Background and Social Network Position on Content-Related Interaction via the MOOC Platform

Graduate Program:

Learning, Design, and Technology

Keywords:

MOOCs
Interaction
Machine Learning
SEM
Social Network Analysis
Online Learning

File:

Download QL_Dissertation_Final.pdf

Committee Members:

Priya Sharma, Dissertation Advisor/Co-Advisor
Priya Sharma, Committee Chair/Co-Chair
Roy Clariana, Committee Member
Simon Hooper, Committee Member
Runze Li, Outside Member

Author:

Bhattacharya, Chandrachur

Title:

Frontiers in Data-driven Learning via Probabilistic Finite State Automata

Graduate Program:

Mechanical Engineering (PHD)

Keywords:

Data-driven
Machine Learning
Time-series analysis
Combustion Instablity
Thermoacoustic Instability
Pattern Recognition
Reduced Order Modeling
Rijke tube
Probabilisitc Finite State Automata
Symbolic Time Series Analysis
Combustion dynamics
Combustion
Hidden Markov Model
LSTM
Projection PFSA
Chaos
Natural Circulation Loop
Crack detection
Online Learning
Transfer Learning
DDDAS
PFSA
STSA

File:

Download Dissertation_ChandrachurBhattacharya_Final.pdf

Committee Members:

Minghui Zhu, Outside Unit Member
Shashi Phoha, Outside Field Member
Daniel Haworth, Major Field Member
Achintya Mukhopadhyay, Special Member
Asok Ray, Chair & Dissertation Advisor
Daniel Haworth, Professor in Charge/Director of Graduate Studies