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Author:

Ayub, Ali

Title:

Few-Shot Continual Learning of Visual Concepts

Graduate Program:

Electrical Engineering

Keywords:

Continual Learning
Catastrophic Forgetting
Human-Robot Interaction
Self-Supervised Learning
Curiosity-Driven Learning
Cognitively-Inspired Learning
Robotics
Machine Learning
Computer Vision

File:

Download PhD_Thesis___Ali_Ayub.pdf

Committee Members:

Sven G Bilen, Dissertation Advisor/Co-Advisor
Sven G Bilen, Committee Chair/Co-Chair
Minghui Zhu, Committee Member
Vishal Monga, Committee Member
Elisabeth Karuza, Outside Member
Alan R. Wagner, Dissertation Advisor/Co-Advisor
Alan Richard Wagner, Committee Chair/Co-Chair
Kultegin Aydin, Program Head/Chair

Author:

Hall, Donald L

Title:

Exploitation of space-time wireless channel characteristics for indoor source localization

Graduate Program:

Electrical Engineering

Keywords:

Indoor Source Localization
Direction of Arrival Estimation
Machine Learning
Multipath
Polarization Diversity
Spatial Scattering
Wireless Channel

File:

Download dlh_dissertation.pdf

Committee Members:

Ram Mohan Narayanan, Dissertation Advisor/Co-Advisor
Ram Mohan Narayanan, Committee Chair/Co-Chair
John F Doherty, Committee Member
David Marion Jenkins, Jr., Committee Member
Michelle Celine Vigeant, Outside Member
Erik Henry Lenzing, Special Member
Kultegin Aydin, Program Head/Chair

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:

Lee, Beom Ki

Title:

Machine Learning in Cardiac Diseases - Comparison of Performance of Selected Algorithms

Graduate Program:

Industrial Engineering (MS)

Keywords:

Machine Learning
Healthcare
Classification
Supervised Learning
Prediction
Data Analysis
Data Science
Cardiovascular

File:

Download BKLEE_Thesis_FinalDraft.pdf

Committee Members:

Steven James Landry, Program Head/Chair
Soundar Kumara, Thesis Advisor/Co-Advisor
Paul Griffin, Committee Member

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:

Sefid, Athar

Title:

Automatic Summarization and Slide Generation for Scientific Papers

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Automatic Summarization
Automatic Slide Generation
Text Mining
Machine Learning
Natural Language Processing

File:

Download Athar_Sefid_PhD_Thesis.pdf

Committee Members:

Chris McComb, Outside Unit & Field Member
C Lee Giles, Chair & Dissertation Advisor
Jesse Barlow, Major Field Member
Chitaranjan Das, Program Head/Chair
Rui Zhang, Major Field Member

Author:

Modukuri, Sai Ajay

Title:

Understanding and Predicting Retractions of Published Works

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Machine Learning
Reproducibility
Psychology

File:

Download Thesis_retraction_classifier-5.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
C. Lee Giles, Thesis Advisor/Co-Advisor
Sarah Rajtmajer, Thesis Advisor/Co-Advisor
Jian Wu, Special Signatory
Rui Zhang, Committee Member

Author:

Bayiz, Yagiz

Title:

Wing Trajectory Optimization and Modelling for Flapping Flight

Graduate Program:

Mechanical Engineering (PHD)

Keywords:

Bioinspired Robotics
Aerial Robotics
Locomotion
Flapping Flight
Optimization
Machine Learning

File:

Download YB_Dissertation.pdf

Committee Members:

Mark Maughmer, Outside Unit & Field Member
Hosam Fathy, Special Member
Bo Cheng, Chair & Dissertation Advisor
Xiang Yang, Major Field Member
Asok Ray, Major Field Member
Daniel Haworth, Professor in Charge/Director of Graduate Studies

Author:

Gilani, Faheem

Title:

Diffusion Maps and its Applications to Time series Forecasting and Filtering and Second Order Elliptic PDEs

Graduate Program:

Mathematics (PHD)

Keywords:

Machine Learning
kernel methods
nerural networks
chaotic dynamics
manifold learning
diffusion maps
ENSO

File:

Download Dissertation_2.pdf

Committee Members:

Alberto Bressan, Major Field Member
John Harlim, Chair & Dissertation Advisor
Bharath Kumar Sriperumbudur, Outside Unit & Field Member
Xiantao Li, Major Field Member
Carina Curto, Program Head/Chair

Author:

Shin, Hyunjong

Title:

ANALYTICAL AND EMPIRICAL MODELS FOR PROCESS TRANSFORMATION TOWARDS SMARTER MAINTENANCE

Graduate Program:

Industrial Engineering

Keywords:

Smart Maintenance
Artificial Intelligence
Machine Learning
System Interaction
Business Process
Business Process Transformation
Human Centered System

File:

Download HJSHIN_Dissertation_04132021.pdf

Committee Members:

Vittaldas V Prabhu, Dissertation Advisor/Co-Advisor
Vittaldas V Prabhu, Committee Chair/Co-Chair
Ling Rothrock, Committee Member
Paul Marshal Griffin, Committee Member
Suvrat Saurabh Dhanorkar, Outside Member
Felisa Preciado Higgins, Special Member
Steven James Landry, Program Head/Chair

Author:

Owen, Stephen

Title:

Essays on Conditional Asset Pricing and Machine Learning in Finance

Graduate Program:

Business Administration

Keywords:

Finance
Asset Pricing
Conditional Asset Pricing
Machine Learning

File:

Download 20210208_dissertation_vita_combined.pdf

Committee Members:

Timothy T Simin, Dissertation Advisor/Co-Advisor
Timothy T Simin, Committee Chair/Co-Chair
Stephen Lenkey, Committee Member
Giang Nguyen, Committee Member
Jed J Neilson, Outside Member
Quanwei Cao, Committee Chair/Co-Chair
Alexey Zhdanov, Committee Member
Brent William Ambrose, Program Head/Chair
Quanwei Cao, Dissertation Advisor/Co-Advisor

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:

Elanwer, Rania

Title:

HR analytics in practice: Using machine learning to predict employee absenteeism

Graduate Program:

Workforce Education and Development

Keywords:

Human Resource Analytics
People Analytics
Talent Analytics
Workforce Analytics
Big Data Analytics
Machine Learning

File:

Download RaniaElanwer.Thesis.pdf

Committee Members:

David Lynn Passmore, Dissertation Advisor/Co-Advisor
David Lynn Passmore, Committee Chair/Co-Chair
Mark D Threeton, Committee Member
Hyung Joon Yoon, Committee Member
Dongwon Lee, Outside Member
Heather Toomey Zimmerman, Program Head/Chair

Author:

Liang, Ke

Title:

Inferring Aliasing and Buffer Size Relationship in C via Graph Neural Networks

Graduate Program:

Computer Science and Engineering

Keywords:

Programming Language
Machine Learning
Link Prediction
Graph Neural Networks
Aliasing and Buffer Size Relationship
Code Analysis

File:

Download Liang_Ke_Thesis__1_.pdf

Committee Members:

Gang Tan, Thesis Advisor/Co-Advisor
Mehrdad Mahdavi, Committee Member
Chitaranjan Das, Program Head/Chair

Author:

Abdou, Ahmed

Title:

Honeymodels: Machine Learning Honeypots

Graduate Program:

Computer Science

Keywords:

Machine Learning
Security
Detection
Adversarial Machine Learning

File:

Download AhmedAbdouThesis.pdf

Committee Members:

Patrick Drew Mcdaniel, Thesis Advisor/Co-Advisor
Sencun Zhu, Committee Member
Chitaranjan Das, Program Head/Chair

Author:

Dasari, Chandu

Title:

Action classification for videos in sports

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Computer Vision
Sports Analytics
Human Pose Estimation
Open Pose
YoloV5
Machine Learning
Deep Learning

File:

Download Thesis_Chandu_Dasari.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Mahanth Gowda, Thesis Advisor/Co-Advisor
Mahmut Taylan Kandemir, Thesis Advisor/Co-Advisor
Bhuvan Narendra Urgaonkar, Thesis Advisor/Co-Advisor

Author:

Menon, Arjun

Title:

Large Scale Author Name Disambiguation in Scholarly Databases

Graduate Program:

Computer Science

Keywords:

Author Name Disambiguation
Machine Learning
Scholarly Database
Clustering
Distributed System

File:

Download Arjun_Menon_MS_Thesis.pdf

Committee Members:

C Lee Giles, Thesis Advisor/Co-Advisor
Bhuvan Urgaonkar, Committee Member
Chitaranjan Das, Program Head/Chair

Author:

Reimer, Tyler

Title:

A UAV IMAGING APPLICATION TO MONITOR BLACK CHERRY FLOWERING AND REGENERATION IN ALLEGHENY NATIONAL FOREST IN PENNSYLVANIA

Graduate Program:

Agricultural and Biological Engineering (MS)

Keywords:

UAV
Drone
Black Cherry
Machine Learning
Computer Vision
Deep Learning
YOLO

File:

Download Tyler_Reimer_Thesis.pdf

Committee Members:

Suat Irmak, Program Head/Chair
Daeun Choi, Thesis Advisor/Co-Advisor
Kelli Hoover, Committee Member
Douglas Alan Miller, Committee Member

Author:

Staskiewicz, Samantha

Title:

Investigating Mid-Latitude Atmospheric Variability Due to Arctic Sea Ice Loss Using Self-Organizing Maps

Graduate Program:

Meteorology and Atmospheric Science (MS)

Keywords:

Atmospheric Variability
Sea Ice
Arctic
Climate Change
North America
Self-Organizing Maps
SOMs
Machine Learning

File:

Download Staskiewicz_Thesis_2021-_Final.pdf

Committee Members:

David Stensrud, Program Head/Chair
Melissa Marie Gervais, Thesis Advisor/Co-Advisor
Chris E Forest, Committee Member
Colin M. Zarzycki, Committee Member

Author:

Seo, Jooyoung

Title:

Discovering Informal Learning Cultures of Blind Individuals Pursuing STEM Disciplines: A Computational Ethnography Using Public Listserv Archives

Graduate Program:

Learning, Design, and Technology (PHD)

Keywords:

STEM
Computational Ethnography
Accessibility
Blind Learners
Visual Impairments
Machine Learning
Structural Topic Modeling
Data Science
Mailing List
Tidy Data
R
Mailing Lists
Python

File:

Download J.Seo_Dissertation_Revised.pdf

Committee Members:

Gabriela Richard, Chair & Dissertation Advisor
Roy Clariana, Major Field Member
ChanMin Kim, Major Field Member
Mary Beth Rosson, Outside Unit & Field Member
Heather Zimmerman, Professor in Charge/Director of Graduate Studies

Author:

Cetnar, Daniel

Title:

Predicting Gene Expression For Robust Genetic System Design

Graduate Program:

Chemical Engineering (PHD)

Keywords:

mRNA
RNA Decay
NGS
Synthetic Biology
Gene Expression
RNase
Machine Learning
Modeling

File:

Download Daniel_Cetnar_Dissertation_final.pdf

Committee Members:

Andrew Zydney, Major Field Member
Howard Salis, Chair & Dissertation Advisor
Phillip Savage, Major Field Member
Philip Bevilacqua, Outside Unit & Field Member
Seong Han Kim, Program Head/Chair

Author:

Banagere Manjunatha, Srikanth

Title:

Extreme Point Approach to Subset Selection and Data Augmentation

Graduate Program:

Electrical Engineering (MS)

Keywords:

Machine Learning
Data Augmentation
Convex hull
Isometric property
Classification task

File:

Download Masters_Thesis_EE_PSU_srikanth_banagere_manjunatha.pdf

Committee Members:

Kultegin Aydin, Program Head/Chair
Viveck Ramesh Cadambe, Thesis Advisor/Co-Advisor
Mehrdad Mahdavi, Committee Member

Author:

Khademi, Aria

Title:

Excursions in Causal Data Science: Fairness, Causal Attribution, and Applications

Graduate Program:

Informatics (PHD)

Keywords:

Artificial Intelligence
Machine Learning
Causal Inference
Interpretable Machine Learning
Fairness
Health Care
Causal Attribution

File:

Download PhD_Dissertation_Aria_Khademi.pdf

Committee Members:

Daniel Susser, Major Field Member
Sarah Rajtmajer, Major Field Member
Vasant Honavar, Chair & Dissertation Advisor
Aleksandra Slavkovic, Outside Unit, Field & Minor Member
Mary Beth Rosson, Program Head/Chair

Author:

Chen, Ruimin

Title:

Data-driven Service Optimization and Quality Management in Cyber-physical Manufacturing Systems

Graduate Program:

Industrial Engineering (PHD)

Keywords:

Additive Manufacturing
Quality Management
Machine Learning
Service Optimization

File:

Download Ruimin_Dissertation_FINAL_0730.pdf

Committee Members:

Edward Reutzel, Outside Unit & Field Member
Soundar Kumara, Major Field Member
Timothy Simpson, Major Field Member
Hui Yang, Chair & Dissertation Advisor
Steven Landry, Program Head/Chair
Yan Lu, Special Member

Author:

Muthumanickam, Naveen Kumar

Title:

Multidisciplinary Design Optimization Framework For Multi-Phase Building Design Process - Technology Demonstration Using Design Of Office Building And Robotically 3D Printed Habitat

Graduate Program:

Architecture (PHD)

Keywords:

Building Design Optimization
Multidisciplinary Design Optimization
Concurrent Engineering
Model and Simulation-Based Engineering
Metamodelling
Multifidelity modelling
Surrogate Modelling
Building Information Modelling (BIM)
Energy Modelling
Daylighting Simulation
Robotic Constructability
3D Printing
Additive Concrete deposition
Machine Learning

File:

Download Muthumanickam__NaveenKumar_Architecture_PhD_Dissertation_Final.pdf

Committee Members:

Timothy Simpson, Co-Chair & Dissertation Advisor
Jose Pinto Duarte, Co-Chair & Major Field Member
Lisa Iulo, Major Field Member
Gordon Warn, Outside Unit & Field Member
Loukas Kalisperis, Major Field Member
Somayeh Asadi, Program Head/Chair