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Author:

Imani, Farhad

Title:

Sensor-based Modeling and Analysis of Advanced Manufacturing Systems for Quality Improvements

Graduate Program:

Industrial Engineering

Keywords:

Additive Manufacturing
Artificial Intelligence
Smart Manufacturing
Machine Learning
Process Monitoring and Control
Quality Control

File:

Download Dissertation_Final_Farhad_Imani.pdf

Committee Members:

Hui Yang, Dissertation Advisor/Co-Advisor
Hui Yang, Committee Chair/Co-Chair
Timothy W. Simpson, Committee Member
Saurabh Basu, Committee Member
Edward William Reutzel, Outside Member
Steven James Landry, Program Head/Chair

Author:

Albohn, Daniel

Title:

Computationally Predicting Human Impressions of Neutral Faces

Graduate Program:

Psychology

Keywords:

Neutral Faces
Impression Formation
Machine Learning
Facial Expressions
Emotion Expressions

File:

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Committee Members:

Reginald Adams, Jr., Dissertation Advisor/Co-Advisor
Reginald Adams, Jr., Committee Chair/Co-Chair
Jose Angel Soto, Committee Member
Christopher Daryl Cameron, Committee Member
James Z Wang, Outside Member
Kristin Ann Buss, 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:

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:

Sterge, Nicholas

Title:

COMPUTATIONAL-STATISTICAL TRADEOFF IN APPOROXIMATE KERNEL PRINCIPAL COMPONENT ANALYSIS

Graduate Program:

Statistics (PHD)

Keywords:

Statistics
Kernel Methods
Machine Learning
Principal Component Analysis
Approximation Methods

File:

Download NicholasJSterge_Dissertation_2_0.pdf

Committee Members:

John Harlim, Outside Unit & Field Member
Bharath Kumar Sriperumbudur, Chair & Dissertation Advisor
Bing Li, Major Field Member
Ethan Fang, Major Field Member
Ephraim Mont Hanks, 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:

Bhattacharya, Chandrachur

Title:

Frontiers in Data-driven Learning via Probabilistic Finite State Automata

Graduate Program:

Mechanical Engineering (PHD)

Keywords:

Data-driven
Machine Learning
Time-series analysis
Combustion Instablity
Thermoacoustic Instability
Pattern Recognition
Reduced Order Modeling
Rijke tube
Probabilisitc Finite State Automata
Symbolic Time Series Analysis
Combustion dynamics
Combustion
Hidden Markov Model
LSTM
Projection PFSA
Chaos
Natural Circulation Loop
Crack detection
Online Learning
Transfer Learning
DDDAS
PFSA
STSA

File:

Download Dissertation_ChandrachurBhattacharya_Final.pdf

Committee Members:

Minghui Zhu, Outside Unit Member
Shashi Phoha, Outside Field Member
Daniel Haworth, Major Field Member
Achintya Mukhopadhyay, Special Member
Asok Ray, Chair & Dissertation Advisor
Daniel Haworth, Professor in Charge/Director of Graduate Studies

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:

Mcatee, Patrick D

Title:

Sculptured Thin Films as a Platform for Machine-Learning Based Optical Sensing of Analytes

Graduate Program:

Engineering Science and Mechanics (PHD)

Keywords:

Sensing
Plasmonics
Machine Learning
Sculptured thin films

File:

Download McAtee_Dissertation.pdf

Committee Members:

Jeffrey Catchmark, Outside Unit & Field Member
Osama Awadelkarim, Major Field Member
Mark Horn, Major Field Member
Akhlesh Lakhtakia, Chair & Dissertation Advisor
Albert Segall, Program Head/Chair