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

open_access
Open Access
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

2. System Identification Algorithms for Noisy Data with Application to Behavior Modeling

open_access
Open Access
Author:
Hojjatinia, Sarah
Title:
System Identification Algorithms for Noisy Data with Application to Behavior Modeling
Graduate Program:
Electrical Engineering
Keywords:
System identification
data analysis
modeling
physical activity
behavior
machine learning
algorithm
noisy data
social network
switched systems
markov
design
SARMAX
SARX
Markov jump
hybrid
health
Real Data
File:
Download Sarah-Dissertation_Final.pdf
Committee Members:
Constantino Manuel Lagoa, Dissertation Advisor/Co-Advisor
Constantino Manuel Lagoa, Committee Chair/Co-Chair
Vishal Monga, Committee Member
Minghui Zhu, Committee Member
David E Conroy, Outside Member
Kultegin Aydin, Program Head/Chair