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Author:

Fu, Yiwei

Title:

Modeling, Prediction and Control of Engineering Systems with Long Short-Term Memory

Graduate Program:

Mechanical Engineering

Keywords:

Artificial Intelligence
Deep Learning
Robotics
Representation Learning
Autonomous Systems
Time Series

File:

Download YiweiFu-Dissertation.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Bo Cheng, Committee Member
Minghui Zhu, Outside Member
Shashi Phoha, Outside Member
Thomas Wettergren, Special Member
Daniel Connell Haworth, Program Head/Chair

Author:

Jenkins, Porter

Title:

Towards Sample Efficiency in Deep Learning

Graduate Program:

Information Sciences and Technology

Keywords:

Deep Learning
Machine Learning
Bayesian
Representation Learning

File:

Download Final_Defense__Towards_Statistical_Efficiency_in_Deep_Learning.pdf

Committee Members:

Jessie Li, Dissertation Advisor/Co-Advisor
Jessie Li, Committee Chair/Co-Chair
Suhang Wang, Committee Member
Zihan Zhou, Committee Member
Ephraim Mont Hanks, Outside Member
Vasant Gajanan Honavar, Program Head/Chair

Author:

Xi, Zhaohan

Title:

Beyond Images: Robustifying Representation Learning against Trojaning Attacks

Graduate Program:

Informatics

Keywords:

Representation Learning
Graph Learning
Natural Language Processing
Machine Learning Security

File:

Download combinepdf.pdf

Committee Members:

Dongwon Lee, Professor in Charge/Director of Graduate Studies
Minghui Zhu, Outside Unit & Field Member
Fenglong Ma, Major Field Member
Ting Wang, Chair & Dissertation Advisor
Jinghui Chen, Major Field Member

Author:

He, Fang

Title:

Applications of Deep Learning on Temporal and Graph Data Mining

Graduate Program:

Computer Science and Engineering

Keywords:

Temporal Data Mining
Graph Data Mining
Representation Learning
Deep Learning

File:

Login to Download

Committee Members:

Kamesh Madduri, Major Field Member
Ting He, Major Field Member
Wang-Chien Lee, Chair & Dissertation Advisor
Zhen Lei, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Author:

Heaton, Connor

Title:

Learning to Contextualize the Field of Sports Analytics

Graduate Program:

Informatics

Keywords:

Representation Learning
Sports Analytics
Deep Learning
Sequential Modeling

File:

Download Thesis___Contextual_Sports_Analytics_final.pdf

Committee Members:

Dongwon Lee, Professor in Charge/Director of Graduate Studies
Dongwon Lee, Major Field Member
Suhang Wang, Major Field Member
Andrew Wiesner, Outside Unit & Field Member
Prasenjit Mitra, Chair & Dissertation Advisor