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21. Estimation of direct normal irradiance with multi-pyranometer arrays and artificial neural networks

open_access
Open Access
Author:
Srikrishnan, Vivek Anand
Title:
Estimation of direct normal irradiance with multi-pyranometer arrays and artificial neural networks
Graduate Program:
Energy and Mineral Engineering
Keywords:
direct normal irradiance
multi-pyranometer array
neural networks
machine learning
File:
Download VivekSrikrishnan-Thesis-20150715.pdf
Committee Members:
Jeffrey Brownson, Thesis Advisor/Co-Advisor
George Spencer Young, Thesis Advisor/Co-Advisor

23. Multidisciplinary Applications of U.S. Soils Datasets: Machine Learning Models, Data Mining, and Land Use Analyses

open_access
Open Access
Author:
Ramcharan, Amanda Maria
Title:
Multidisciplinary Applications of U.S. Soils Datasets: Machine Learning Models, Data Mining, and Land Use Analyses
Graduate Program:
Agricultural and Biological Engineering
Keywords:
soil
machine learning
agroecosystem modeling
digital soil mapping
soil pedotransfer functions
random forest
data mining
File:
Download Ramcharan_Dissertation.4-12-17..pdf
Committee Members:
Thomas L. Richard, Dissertation Advisor/Co-Advisor
Thomas L. Richard, Committee Chair/Co-Chair
Heather Gall, Committee Member
Douglas Miller, Committee Member
Tomislav Hengl, Outside Member

24. THE EFFECT OF SPATIAL SEGMENTATION ON SAFETY PERFORMANCE FUNCTION MODELING

open_access
Open Access
Author:
Wang, Xingsheng
Title:
THE EFFECT OF SPATIAL SEGMENTATION ON SAFETY PERFORMANCE FUNCTION MODELING
Graduate Program:
Computer Science
Keywords:
safety performance functions
roadway segmentation
machine learning
Negative Binominal models
coordinate-descent approach
Weighted Absolute Percentage Error
clustering
generalizability of models
File:
Download XingshengWang_Master_Thesis_PSH_final2.pdf
Committee Members:
Jeremy Blum, Thesis Advisor/Co-Advisor
Thang N. Bui, Committee Member
Linda Null, Committee Member
Sukmoon Chang, Committee Member
Omar El Ariss, Committee Member
Hyuntae Na, Committee Member

25. RISK-ADJUSTED MONITORING, COST-EFFECTIVENESS, AND META-ANALYSIS FOR DATA-DRIVEN HEALTHCARE FOR TOTAL HIP ARTHROPLASTY

open_access
Open Access
Author:
Yu, Yifeng
Title:
RISK-ADJUSTED MONITORING, COST-EFFECTIVENESS, AND META-ANALYSIS FOR DATA-DRIVEN HEALTHCARE FOR TOTAL HIP ARTHROPLASTY
Graduate Program:
Industrial Engineering
Keywords:
total hip arthroplasty
risk-adjusted monitoring
meta-analysis
machine learning
statistical process control
cost-effectiveness
Markov simulation model
File:
Download Dissertation_Yifeng_Yu_Final.pdf
Committee Members:
Harriet Nembhard, Dissertation Advisor/Co-Advisor
Harriet Nembhard, Committee Chair/Co-Chair
Conrad Tucker, Committee Member
Ling Rothrock, Committee Member
Naleef Fareed, Outside Member
Andrea Yevchak-Sillner, Special Member

26. Analytics-Driven Design of Multi-Phase Multi-Provider Appointment System for Patient Scheduling

open_access
Open Access
Author:
Srinivas, Sharan
Title:
Analytics-Driven Design of Multi-Phase Multi-Provider Appointment System for Patient Scheduling
Graduate Program:
Industrial Engineering
Keywords:
patient scheduling
open access
multi-phase multi-provider
scheduling rules
appointment system design
hybrid appointment system
data analytics
machine learning
patient no-shows
File:
Download Doctoral_Dissertation_SharanS.pdf
Committee Members:
Dr. A. Ravi Ravindran, Dissertation Advisor/Co-Advisor
Dr. A. Ravi Ravindran, Committee Chair/Co-Chair
Dr. M. Jeya Chandra, Committee Member
Dr. Vittal Prabhu, Committee Member
Dr. Dennis K. J. Lin, Outside Member

27. NETWORK ANALYTICS AND MACHINE LEARNING: APPLICATIONS TO ONLINE SOCIAL NETWORKS AND HEALTHCARE SYSTEMS

open_access
Open Access
Author:
Sung, Yi Shan
Title:
NETWORK ANALYTICS AND MACHINE LEARNING: APPLICATIONS TO ONLINE SOCIAL NETWORKS AND HEALTHCARE SYSTEMS
Graduate Program:
Industrial Engineering
Keywords:
network analytics
machine learning
healthcare analytics
online social networks
dominance attribute
community detection
provider order recommendation system
length of stay
remaining length of stay
classification
prediction
File:
Download phd_thesis_yishan.pdf
Committee Members:
Soundar Rajan Tirupatikumara, Dissertation Advisor/Co-Advisor
Soundar Rajan Tirupatikumara, Committee Chair/Co-Chair
Guodong Pang, Committee Member
Tao Yao, Committee Member
Reka Z Albert, Outside Member
Kamesh Madduri, Outside Member
LiYing Cui, Special Member

28. An Architecture for Multimodal Information Extraction from Scholarly Documents

open_access
Open Access
Author:
Ray Choudhury, Sagnik
Title:
An Architecture for Multimodal Information Extraction from Scholarly Documents
Graduate Program:
Information Sciences and Technology
Keywords:
digital libraries
information extraction
semantic scholar
document elements
machine learning
image [processing
vector graphics
File:
Download phd_thesis_final_sagnik.pdf
Committee Members:
Clyde Lee Giles, Dissertation Advisor/Co-Advisor
Clyde Lee Giles, Committee Chair/Co-Chair
Prasenjit Mitra, Committee Member
James Z Wang, Committee Member
Daniel Kifer, Outside Member

29. Interpretable Statistical Learning

open_access
Open Access
Author:
Jones, Zachary Maddox
Title:
Interpretable Statistical Learning
Graduate Program:
Political Science
Keywords:
machine learning
interpretability
File:
Download jones_diss.pdf
Committee Members:
Bruce A Desmarais Jr., Dissertation Advisor/Co-Advisor
Bruce A Desmarais Jr., Committee Chair/Co-Chair
Bumba Mukherjee, Committee Member
Christopher Jon Zorn, Committee Member
Bharath Kumar Sriperumbudur, Outside Member

30. INTEGRATION OF NUMERICAL AND MACHINE LEARNING PROTOCOLS FOR COUPLED RESERVOIR-WELLBORE MODELS: A STUDY FOR GAS LIFT OPTIMIZATION

open_access
Open Access
Author:
Putcha, Venkataramana B
Title:
INTEGRATION OF NUMERICAL AND MACHINE LEARNING PROTOCOLS FOR COUPLED RESERVOIR-WELLBORE MODELS: A STUDY FOR GAS LIFT OPTIMIZATION
Graduate Program:
Energy and Mineral Engineering
Keywords:
numerical simulation
machine learning
gas lift
neural networks
petroleum
production
optimization
File:
Download Venkat_Dissertation_Final.pdf
Committee Members:
Turgay Ertekin, Dissertation Advisor/Co-Advisor
Turgay Ertekin, Committee Chair/Co-Chair
Eugene C Morgan, Committee Member
Kamesh Madduri, Committee Member
Sridhar Anandakrishnan, Outside Member

31. CONTINUING TO SEARCH FOR THE MISSING HERITABILITY USING BIOLOGICALLY-INSPIRED AND DATA-DRIVEN APPROACHES

open_access
Open Access
Author:
Basile, Anna Okula
Title:
CONTINUING TO SEARCH FOR THE MISSING HERITABILITY USING BIOLOGICALLY-INSPIRED AND DATA-DRIVEN APPROACHES
Graduate Program:
Biochemistry, Microbiology, and Molecular Biology
Keywords:
human genetics
complex disease
machine learning
informatics
pattern recognition
rare variants
missing heritability
File:
Download Basile_PhD_Dissertation_Revisions_Final_022118.pdf
Committee Members:
Marylyn Deriggi Ritchie, Dissertation Advisor/Co-Advisor
Marylyn Deriggi Ritchie, Committee Chair/Co-Chair
Santhosh Girirajan, Committee Member
Ross Cameron Hardison, Committee Member
George H Perry, Outside Member

32. Characterizing the Limits and Defenses of Machine Learning in Adversarial Settings

open_access
Open Access
Author:
Papernot, Nicolas
Title:
Characterizing the Limits and Defenses of Machine Learning in Adversarial Settings
Graduate Program:
Computer Science and Engineering
Keywords:
computer security
machine learning
adversarial examples
File:
Download Papernot_PhD_final.pdf
Committee Members:
Patrick D. McDaniel, Dissertation Advisor/Co-Advisor
Patrick D. McDaniel, Committee Chair/Co-Chair
Trent Jaeger, Committee Member
Thomas F. La Porta, Committee Member
Aleksandra B. Skavkovic, Outside Member
Dan Boneh, Special Member
Ian J. Goodfellow, Special Member

33. Computational Modeling of Compositional and Relational Data Using Optimal Transport and Probabilistic Models

open_access
Open Access
Author:
Ye, Jianbo
Title:
Computational Modeling of Compositional and Relational Data Using Optimal Transport and Probabilistic Models
Graduate Program:
Information Sciences and Technology
Keywords:
machine learning
optimal transport
optimization
File:
Download jianbo-ye-thesis_fix.pdf
Committee Members:
James Z. Wang, Dissertation Advisor/Co-Advisor
James Z. Wang, Committee Chair/Co-Chair
C. Lee Giles, Committee Member
Zhenhui Jessie Li, Committee Member
Reginald B. Adams, Outside Member
Jia Li, Dissertation Advisor/Co-Advisor
Jia Li, Committee Chair/Co-Chair

35. Predicting Stability of Modified Oxide Surfaces with Functional Atomic-Layers for Nano-engineered Catalysts through First Principles Calculations and Statistical Learning

open_access
Open Access
Author:
Jonayat, A S M
Title:
Predicting Stability of Modified Oxide Surfaces with Functional Atomic-Layers for Nano-engineered Catalysts through First Principles Calculations and Statistical Learning
Graduate Program:
Mechanical Engineering
Keywords:
catalysis
monolayer metal oxide
mixed metal oxides
DFT
machine learning
compact sensing
feature selection
LASSO
File:
Download Thesis_ASM_JonayatV3.pdf
Committee Members:
Adri C.T. van Duin, Dissertation Advisor/Co-Advisor
Adri C.T. van Duin, Committee Chair/Co-Chair
Michael J. Janik, Committee Member
Richard Yetter, Committee Member
Lasse Jensen, Outside Member

36. Coordinated Local Learning Algorithms for Continuously Adaptive Neural Systems

open_access
Open Access
Author:
Ororbia, Alexander Gabriel
Title:
Coordinated Local Learning Algorithms for Continuously Adaptive Neural Systems
Graduate Program:
Information Sciences and Technology
Keywords:
artificial intelligence
artificial neural networks
local learning
neurocognitive
machine learning
lifelong learning
File:
Download ororbia-dissertation-july10-2018.pdf
Committee Members:
C. Lee Giles, Dissertation Advisor/Co-Advisor
C. Lee Giles, Committee Chair/Co-Chair
David Reitter, Committee Member
Vasant Honavar, Committee Member
Daniel Kifer, Outside Member

37. Robust Video Frame Classification in Bronchoscopy

open_access
Open Access
Author:
Mctaggart, Matthew Ira
Title:
Robust Video Frame Classification in Bronchoscopy
Graduate Program:
Electrical Engineering
Keywords:
bronchoscopy
endobronchial video summarization
lung cancer
image-guided procedures
endoscopic procedures
machine learning
artificial intelligence
surgical application
interventional application
File:
Download McTaggart2018-Thesis.pdf
Committee Members:
William E. Higgins, Thesis Advisor/Co-Advisor
William K. Jenkins, Committee Member

38. 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

39. Forecasting Technical and Functional Obsolescence for Improved Business Processes

open_access
Open Access
Author:
Jennings, Connor Patrick
Title:
Forecasting Technical and Functional Obsolescence for Improved Business Processes
Graduate Program:
Industrial Engineering
Keywords:
obsolescence
life cycle
obsolete
DMSMS
machine learning
obsolescence risk
ROC
Receiver operating characteristic
cell phone
camera
screens
File:
Download Connor_Jennings_-_Penn_State_Dissertation_2018__Final_.pdf
Committee Members:
Janis P Terpenny, Dissertation Advisor/Co-Advisor
Janis P Terpenny, Committee Chair/Co-Chair
Soundar Kumara, Committee Member
Timothy William Simpson, Committee Member
Conrad S Tucker, Outside Member

40. Machine-Learning-Based Approaches for Learning Marketing Strategies

open_access
Open Access
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