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Author:

Zhao, Junqi

Title:

Towards a Proactive Real-Time Data-Driven Musculoskeletal Disorders Prevention Approach in Construction

Graduate Program:

Architectural Engineering

Keywords:

Construction Safety Management
Proactive Injury Prevention
Wearable Sensing
Machine Learning
Deep Learning
Ergonomics
Construction Safety Management
Injury Prevention
Wearable Sensing
Machine Learning
Deep Learning
Ergonomics

File:

Download Ph.D._Dissertation__Junqi_Zhao_.pdf

Committee Members:

Esther Adhiambo Obonyo, Dissertation Advisor/Co-Advisor
Esther Adhiambo Obonyo, Committee Chair/Co-Chair
Somayeh Asadi, Committee Member
Sven G Bilen, Committee Member
Andris Freivalds, Outside Member
Sez Atamturktur, Program Head/Chair

Author:

Gupta, Samarth

Title:

Supervised Machine Learning for Region Assignment of Zebrafish Brain Nuclei based on Computational Assessment of Cell Neighborhoods

Graduate Program:

Information Sciences and Technology

Keywords:

Deep Learning
Microtomography

File:

Download thesis_samarth.pdf

Committee Members:

Sharon Xiaolei Huang, Thesis Advisor/Co-Advisor
Mary Beth Rosson, Program Head/Chair
Suhang Wang, Committee Member
Fenglong Ma, Committee Member

Author:

Cooper, Rachel

Title:

An Enhancer-Based Deep Learning Approach for Studying Viral Regulation

Graduate Program:

Bioinformatics and Genomics

Keywords:

Deep Learning
Bioinformatics
Gene Regulation
Enhancers
Virus
HSV-1

File:

Download RCooper_BGEN_final_masters_thesis.pdf

Committee Members:

Shaun Mahony, Thesis Advisor/Co-Advisor
Moriah Louise Szpara, Committee Member
George H Perry, Program Head/Chair

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:

Yuan, Lun Pin

Title:

Towards Designing Accurate Detection Methods for Emerging Cyber Threats

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Anomaly Detection
Cybersecurity
Machine Learning
Deep Learning
Cyberthreats
Malware

File:

Download lunpin_dissertation.pdf

Committee Members:

Peng Liu, Co-Chair of Committee
G. Tan, Major Field Member
Sencun Zhu, Chair & Dissertation Advisor
Anna Squicciarini, Outside Unit & Field Member
Guohong Cao, Major Field Member
Chitaranjan Das, Program Head/Chair

Author:

Schuessler, Joseph

Title:

Adversarial Attacks and Defense in Long Short-Term Memory Recurrent Neural Networks

Graduate Program:

Electrical Engineering (MS)

Keywords:

Adversarial Attacks
Data Poisoning
Recurrent Neural Networks
LSTM
Deep Learning
Machine Learning

File:

Download SchuesslerThesis.pdf

Committee Members:

Kultegin Aydin, Program Head/Chair
David Jonathan Miller, Thesis Advisor/Co-Advisor
George Kesidis, Committee Member
Carina Pamela Curto, Committee Member

Author:

Hu, Weiming

Title:

Uncertainty Quantification for Photovoltaic Energy Production Using Analog Ensemble

Graduate Program:

Geography (PHD)

Keywords:

Ensemble Forecast
Photovoltaic
Machine Learning
Deep Learning

File:

Download 2021_PSU_Dissertation_Hu.pdf

Committee Members:

George Young, Outside Unit Member
Guido Cervone, Chair, Minor Member & Dissertation Advisor
Michael Mann, Outside Field Member
Andrew Carleton, Major Field Member
Cynthia Brewer, Program Head/Chair

Author:

Garcia, Miguel

Title:

Insights on the use of Machine Learning to Predict Retention of Career Soldiers in the United States Army

Graduate Program:

Data Analytics (MS)

Keywords:

Artificial Intelligence
Machine Learning
AI
Deep Learning
Decision Tree
Logistic Regression
Random Forest
XGBoost
Artificial Neural Network
Deep Neural Network
U.S. Army
Military
Attrition
Retention
Person-Event Data Environment
PDE
Department of Defense
DoD
Army Analytics Group
AAG
Naive Bayes
Active Duty
Enlistment
Commissioned Officers
Soldiers
Area Under the Curve
AUC
Data Analytics
Retirement
MEDPROS
PHA
MEPCOM
DTMS
ATMS
ROC Curve
Variable Importance
Preprocessing
Data Quality

File:

Download Insights_on_the_use_of_AI_to_Predict_Retention_of_Career_Soldiers_in_the_US_Army.pdf

Committee Members:

Colin Neill, Program Head/Chair
Partha Mukherjee, Thesis Advisor/Co-Advisor
Guanghua Qiu, Committee Member
Youakim Badr, Thesis Advisor/Co-Advisor

Author:

Girkar, Vrushali Sanjay

Title:

Laboratory Earthquake Prediction using Deep Learning

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Machine Learning
Deep Learning
Earthquake Prediction
Time-Series Prediction
Supervised Regression Problem
Automatic Feature Extraction

File:

Download Vrushali_Thesis.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Daniel Kifer, Thesis Advisor/Co-Advisor
C Lee Giles, Committee Member
Parisa Shokouhi, Committee Member

Author:

Raval, Ronish Samir

Title:

STATE-OF-THE-ART DEEP LEARNING FOR MULTI-PRODUCT INTERMITTENT TIME SERIES FORECASTING

Graduate Program:

Industrial Engineering (MS)

Keywords:

Time Series
Forecasting
Deep Learning
Statistical Analysis

File:

Download Thesis_MSIE_Ronish_Samir_Raval.pdf

Committee Members:

Robert Voigt, Program Head/Chair
Soundar Kumara, Thesis Advisor/Co-Advisor
Saurabh Basu, Committee Member

Author:

Mohammad, Umar Farooq

Title:

Ultrasound image classification and segmentation using deep learning applications

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Deep Learning
Medical Image Segmentation
Medical Image Classification

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Mohamed Khaled Almekkawy, Thesis Advisor/Co-Advisor
William Evan Higgins, Committee Member

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

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

Author:

Jiang, Zhouqian

Title:

Automated Construction Progress Monitoring using Image Segmentation and Building Information Models

Graduate Program:

Architectural Engineering (PHD)

Keywords:

Construction Progress Monitoring
Building Information Modeling (BIM)
Computer Vision
Image Segmentation
Deep Learning

File:

Download Zhouqian_Jiang_Dissertation_Updated.pdf

Committee Members:

Rob Leicht, Major Field Member
John Messner, Chair & Dissertation Advisor
Julian Wang, Professor in Charge/Director of Graduate Studies
Yuqing Hu, Major Field Member
Yanxi Liu, Outside Unit & Field Member

Author:

Altamimi, Abdulelah Lafi

Title:

Deep Learning Approach to Large-Scale Systems

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Deep Reinforcement Learning
Wildfire Mitigation
Stochastic Model Predictive Control
Classification
System Identification
Parameters Estimation
Deep Learning
Neural Network

File:

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Committee Members:

Minghui Zhu, Major Field Member
Constantino Lagoa, Chair & Dissertation Advisor
Jing Yang, Major Field Member
Kostas Papakonstantinou, Outside Unit & Field Member
Madhavan Swaminathan, Program Head/Chair

Author:

He, Fang

Title:

Applications of Deep Learning on Temporal and Graph Data Mining

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Temporal Data Mining
Graph Data Mining
Representation Learning
Deep Learning

File:

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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:

Hussain, Magni Stentoft

Title:

Robotic Green Fruit Thinning for Apple Production

Graduate Program:

Agricultural and Biological Engineering (PHD)

Keywords:

Apples
Robotic Green Fruit Thinning
End-Effector
Fruit Removal Dynamics
Machine Vision
Deep Learning
Instance Segmentation
Orientation Estimation
3D Orientation Estimation
Fruit and Stem Pairing
Fruit Clustering
Collision-Free Path Planning
Path Sequencing
Agricultural Robotics
Crop Load Management

File:

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Committee Members:

Suat Irmak, Program Head/Chair
Long He, Co-Chair & Dissertation Advisor
David Lyons, Major Field Member
James Schupp, Outside Unit & Field Member
Paul Heinemann, Co-Chair & Dissertation Advisor

Author:

Akbari Roshan, Kamyar

Title:

Development And Application Of A ReaxFF Reactive Force Field For Copper And Copper Oxide Interactions With Silicon Via Neural Network Based Parameterization Methods

Graduate Program:

Electrical Engineering (PHD)

Keywords:

ReaxFF
Force Field Developement
INDEEDopt
Optimization
Molecular Dynamics
Deep Learning
Neural Network Inversion

File:

Download Kamyar_Akbari_Roshan_-_Thesis.pdf

Committee Members:

David Miller, Co-Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
Saptarshi Das, Outside Unit & Field Member
Seyedehaida Ebrahimi, Major Field Member
Adri van Duin, Co-Chair & Dissertation Advisor
Madhavan Swaminathan, Program Head/Chair

Author:

Yazdani, Amirsaeed

Title:

Training-Robust Design of Deep Neural Networks for Imaging and Vision

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Computer Vision
Image Processing
Artificial Intelligence
Deep Learning
Neural Networks
Photoacoustic Target Localization
Image Relighting
Active Learning
Semantic Segmentation

File:

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Committee Members:

Madhavan Swaminathan, Program Head/Chair
Robert Collins, Major Field Member
William Higgins, Major Field Member
Houtan Jebelli, Outside Unit & Field Member
Vishal Monga, Chair & Dissertation Advisor

Author:

Mirbod, Omeed

Title:

In-field Imaging of Apple Orchards Using Stereo Vision for Improved Fruit Size and Yield Estimation

Graduate Program:

Agricultural and Biological Engineering

Keywords:

Machine Vision
Deep Learning
Precision Agriculture
Apple Fruit Sizing
Computer Vision

File:

Download Omeed_Mirbod_MS_Thesis.pdf

Committee Members:

Daeun Choi, Thesis Advisor/Co-Advisor
Richard P Marini, Committee Member
Long He, Committee Member
Paul Heinz Heinemann, Committee Member
Paul Heinz Heinemann, Program Head/Chair