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Author:

Dusch, William George

Title:

Data Science in Scanning Probe Microscopy: Advanced Analytics and Machine Learning

Graduate Program:

Physics

Keywords:

scanning tunneling microscopy
data science
machine learning
python
data analysis
deep learning
scanning probe microscopy
condensed matter
software
vibration cancellation
automation
unsupervised learning
physics

File:

Download FinalDissertation-BillDusch.pdf

Committee Members:

Eric Hudson, Dissertation Advisor/Co-Advisor
Eric Hudson, Committee Chair/Co-Chair
Jorge Sofo, Committee Member
Mauricio Terrones, Committee Member
Roman Engel-Herbert, Outside Member

Author:

Lin, Yu San

Title:

Machine-Learning-Based Approaches for Learning Marketing Strategies

Graduate Program:

Computer Science and Engineering

Keywords:

machine learning
deep learning
probabilistic generative model
marketing
crowdfunding
menu design
competition
word worth
reward
kickstarter

File:

Download yusan-Dissertation_v3.pdf

Committee Members:

Wang-Chien Lee, Dissertation Advisor/Co-Advisor
Kamesh Madduri, Committee Member
Sencun Zhu, Committee Member
Wang-Chien Lee, Committee Member
Mary Beth Rosson, Outside Member
Wang-Chien Lee, Committee Chair/Co-Chair

Author:

Wong, Joseph

Title:

Smart Home Surveillance System Through Edge Computing

Graduate Program:

Computer Science and Engineering

Keywords:

smart home
edge computing
security
machine learning
deep learning
motion detection
facial recognition
fog computing

File:

Download thesis_grad.pdf

Committee Members:

Sencun Zhu, Thesis Advisor/Co-Advisor
Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
Bhuvan Urgaonkar, Program Head/Chair

Author:

Pezanowski, Scott

Title:

Artificial Intelligence and Human Intelligence to Derive Meaningful Information on Geographic Movement Described in Text

Graduate Program:

Informatics

Keywords:

geographic movement
geovisual analytics
machine learning
natural language processing
big data analytics
geographic movement
geovisual analytics
machine learning
natural language processing
big data analytics
artificial intelligence
deep learning
visualization
GIScience
Information Retrieval

File:

Download 20210321_PezanowskiScott-Dissertation_final.pdf

Committee Members:

Prasenjit Mitra, Dissertation Advisor/Co-Advisor
Prasenjit Mitra, Committee Chair/Co-Chair
C Lee Giles, Committee Member
Nick Giacobe, Committee Member
Alan M Mac Eachren, Outside Member
Mary Beth Rosson, Program Head/Chair

Author:

Liu, Bingyuan

Title:

Topics on Nonconvex Learning

Graduate Program:

Statistics

Keywords:

Nonconvex optimization
machine learning
statistical learning
deep learning

File:

Download Thesis_BingyuanLiu.pdf

Committee Members:

Lingzhou Xue, Dissertation Advisor/Co-Advisor
Runze Li, Committee Member
Bing Li, Committee Member
Yanyuan Ma, Committee Member
Zihan Zhou, Outside Member
Ephraim Mont Hanks, Program Head/Chair
Lingzhou Xue, Committee Chair/Co-Chair

Author:

Sengupta, Agnimitra

Title:

Data-driven Condition Evaluation of Transportation Systems

Graduate Program:

Civil Engineering (PHD)

Keywords:

nondestructive evaluation
impact echo
machine learning
infrastructure systems
traffic prediction
uncertainty
traffic dynamics
deep learning

File:

Download PSU_PhD_Agni.pdf

Committee Members:

Patrick Fox, Program Head/Chair
S. Ilgin Guler, Chair & Dissertation Advisor
Parisa Shokouhi, Outside Field Member
Mehrdad Mahdavi, Outside Unit Member
Sudeepta Mondal, Special Member
Vikash Gayah, Major Field Member

Author:

Kumar, Vikas

Title:

Improved Facial Expression Recognition Using Noisy Student Training and Synthetic Data Generation

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Facial expression recognition
student-teacher network
semisupervised learning
multi-level attention
Facial expression recognition student-teacher network
semisupervised learning multi-level attention
facial expression recognition
unsupervised learning
student teacher network
machine learning
deep learning
GAN
CNN

File:

Download Thesis.pdf

Committee Members:

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

Author:

Saha, Gourab

Title:

A Vision Towards Developing a Spatially And Temporally Robust Data-Driven Modeling Framework To Predict Continuous Stream Nitrate Concentration At Data-Scarce Locations

Graduate Program:

Agricultural and Biological Engineering (PHD)

Keywords:

LSTM
stream nitrate modeling
deep learning
machine learning
water quality
c-Q relationship

File:

Login to Download

Committee Members:

Suat Irmak, Program Head/Chair
Long He, Major Field Member
Cibin Raj, Chair & Dissertation Advisor
Chaopeng Shen, Outside Field Member
Jonathan Duncan, Outside Unit & Field Member

Author:

Scott, Jesse

Title:

Dynamic Stability Monitoring of Complex Human Motion Sequences via Precision Computer Vision

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

image-based stability
deep learning
machine learning
Center of Mass
Base of Support
Center of Pressure
stability
balance
motion capture
foot pressure
video
human pose
Taiji
biomechanics
stability metrics
falls
computer vision

File:

Download CompositeResults-Subject1-Take3.mp4Download CompositeResults-Subject9-Take3.mp4Download CompositeResults-SingleView.mp4Download JesseScott-Dissertation-Final-12-12-22.pdf

Committee Members:

Yanxi Liu, Co-Chair & Dissertation Advisor
John Challis, Outside Unit & Field Member
Robert Collins, Co-Chair & Dissertation Advisor
Guohong Cao, Major Field Member
Chitaranjan Das, Program Head/Chair

Author:

Gerg, Isaac

Title:

Domain Enriched Machine Learning for Synthetic Aperture Sonar

Graduate Program:

Electrical Engineering (PHD)

Keywords:

machine learning
deep learning
sonar
autofocus
semantic segmentation
automatic target recogition
classification

File:

Download 2022_PhD_Thesis.pdf

Committee Members:

Alan Wagner, Outside Unit & Field Member
John Doherty, Major Field Member
Jing Yang, Major Field Member
Vishal Monga, Chair & Dissertation Advisor
Thomas F La Porta, Program Head/Chair