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Start Over Year 2022 Keyword Machine Learning Access Level restricted_to_institution

1. Training of Bayesian Network model using Fusion-Learning and Engineering Models for Improved Fault Diagnostics

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Author:
Ademujimi, Toyosi
Title:
Training of Bayesian Network model using Fusion-Learning and Engineering Models for Improved Fault Diagnostics
Graduate Program:
Industrial Engineering (PHD)
Keywords:
Smart Manufacturing
Bayesian Network
Machine Learning
Fault Diagnostics
Small Dataset
Digital Twin
Structure Learning
Parameter Learning
File:
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Committee Members:
Dennis Lin, Outside Unit, Field & Minor Member
Vittaldas Prabhu, Chair & Dissertation Advisor
Steven Landry, Program Head/Chair
Paul Griffin, Major Field Member
Daniel Finke, Major Field Member

3. Cross-Species Prediction of Transcription Factor Binding

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Author:
Agarwala, Vandana
Title:
Cross-Species Prediction of Transcription Factor Binding
Graduate Program:
Statistics (MS)
Keywords:
Bioinformatics
Deep Learning
Gene Regulation
Domain Adaptation
Transfer Learning
Computational Biology
Machine Learning
File:
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Committee Members:
Shaun Mahony, Thesis Advisor/Co-Advisor
Qunhua Li, Thesis Advisor/Co-Advisor
Ephraim Hanks, Professor in Charge/Director of Graduate Studies
Xiang Zhu, Committee Member

4. SECURITY PATTERN DETECTION IN SOFTWARE CODE USING MACHINE LEARNING ALGORITHMS

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Author:
Cha, Joonyoung
Title:
SECURITY PATTERN DETECTION IN SOFTWARE CODE USING MACHINE LEARNING ALGORITHMS
Graduate Program:
Cybersecurity Analytics and Operations (MS)
Keywords:
Security Pattern
Software Code
Machine Learning
Security Pattern Detection (SPD)
Convolutional Neural Network
Long Short-Term Memory
Security
vulnerability
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Committee Members:
Jungwoo Ryoo, Thesis Advisor/Co-Advisor
David Joseph Fusco, Committee Member
Mary Beth Rosson, Program Head/Chair
Philip Laplante, Committee Member

6. Human-Centric Digital Twin Model of Electric System Maintenance Technicians for Near Real-Time Health and Ergonomic Postural Risk Monitoring

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Author:
Sadat Mohammadi, Milad
Title:
Human-Centric Digital Twin Model of Electric System Maintenance Technicians for Near Real-Time Health and Ergonomic Postural Risk Monitoring
Graduate Program:
Architectural Engineering (PHD)
Keywords:
Human Centric Digital Twin Model
Health Monitoring
Machine Learning
Deep Learning
Ergonomic Risk Assessment
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Committee Members:
Somayeh Asadi, Professor in Charge/Director of Graduate Studies
Somayeh Asadi, Co-Chair & Dissertation Advisor
John Messner, Major Field Member
Houtan Jebelli, Co-Chair & Dissertation Advisor
Mehdi Kiani, Outside Unit & Field Member

7. Essays in Applied Machine Learning and Economics

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Author:
Singal, Garima
Title:
Essays in Applied Machine Learning and Economics
Graduate Program:
Economics (PHD)
Keywords:
Machine Learning
Deep Learning
Computer Vision
Pollution Estimation
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Committee Members:
Marc Albert Henry, Professor in Charge/Director of Graduate Studies
Marc Henry, Major Field Member
Keisuke Hirano, Major Field Member
Manzhu Yu, Outside Unit & Field Member
Minas Sifakis, Special Member
Michael Gechter, Chair & Dissertation Advisor

8. Machine Learning Methods for Regression and Classification with Functional Data

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Author:
Wright, Isaac
Title:
Machine Learning Methods for Regression and Classification with Functional Data
Graduate Program:
Statistics (PHD)
Keywords:
Functional Data
Boosting
Decision Trees
Classification
Regression
Machine Learning
Supervised Learning
Unsupervised Learning
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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

9. A Differentiable Synthetic Prediction Market

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Restricted (Penn State Only)
Author:
Balaji, Laxmaan
Title:
A Differentiable Synthetic Prediction Market
Graduate Program:
Computer Science and Engineering (MS)
Keywords:
Machine Learning
Prediction Market
Synthetic Prediction Market
Supervised Learning
Classification
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Committee Members:
Chitaranjan Das, Program Head/Chair
C Lee Giles, Thesis Advisor/Co-Advisor
Sarah Michele Rajtmajer, Thesis Advisor/Co-Advisor
Christopher H Griffin, Committee Member