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Author:

Garg, Mayank

Title:

BATTERY STATE ESTIMATION AND ANOMALY DETECTION USING MACHINE LEARNING

Graduate Program:

Computer Science and Engineering

Keywords:

Battery SOC estimation
Battery anomaly detection
Machine learning
Supervised Learning
Unsupervised Learning

File:

Download Mayank_Garg_MS_Thesis_CSE.pdf

Committee Members:

Daniel Kifer, Thesis Advisor/Co-Advisor
Vasant Gajanan Honavar, Thesis Advisor/Co-Advisor

Author:

Durairaj, Deepit Abhishek

Title:

Unsupervised Deep Learning Approach For Photoacoustic Spectral Unmixing.

Graduate Program:

Electrical Engineering

Keywords:

Spectral Unmixing
Machine Learning
Autoencoders
Unsupervised Learning
Photoacoustic Imaging

File:

Download Deepit_Durairaj_Thesis.pdf

Committee Members:

Sri-Rajasekhar Kothapalli, Thesis Advisor/Co-Advisor
David Jonathan Miller, Thesis Advisor/Co-Advisor
William Evan Higgins, Committee Member
Sri-Rajasekhar Kothapalli, Program Head/Chair

Author:

Shen, Sida

Title:

Sepsis Data Analytics

Graduate Program:

Industrial Engineering

Keywords:

Machine learning
Deep learning
Sepsis
Healthcare
Unsupervised Learning
Data Mining

File:

Download Thesis_Sida_Shen_Final.pdf

Committee Members:

Soundar Kumara, Thesis Advisor/Co-Advisor
Robert Carl Voigt, Program Head/Chair
Kamesh Madduri, Committee Member

Author:

Wright, Isaac

Title:

Machine Learning Methods for Regression and Classification with Functional Data

Graduate Program:

Statistics

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