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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