Search

Start Over Degree PHD Keyword machine learning

1. SOCIAL NETWORK MODELING, LINK PREDICTION, AND SENTIMENT IMPACT ANALYSIS

open_access
Open Access
Author:
Qiu, Baojun
Title:
SOCIAL NETWORK MODELING, LINK PREDICTION, AND SENTIMENT IMPACT ANALYSIS
Graduate Program:
Computer Science
Keywords:
temporal data mining
machine learning
Social network analysis
text mining
sentiment analysis
link prediction
File:
Download Baojun-Dissertation-submission.pdf
Committee Members:
John Yen, Dissertation Advisor/Co-Advisor
John Yen, Committee Chair/Co-Chair
Guohong Cao, Committee Chair/Co-Chair
Jesse Louis Barlow, Committee Member
Jia Li, Committee Member
Qiyang He, Committee Member
Raj Acharya, Committee Member

3. FEATURE SELECTION METHODS FOR SUPPORT VECTOR MACHINES FOR TWO OR MORE CLASSES, WITH APPLICATIONS TO THE ANALYSIS OF ALZHEIMER'S DISEASE AND ITS ONSET WITH MRI BRAIN IMAGE PROCESSING

open_access
Open Access
Author:
Aksu, Yaman
Title:
FEATURE SELECTION METHODS FOR SUPPORT VECTOR MACHINES FOR TWO OR MORE CLASSES, WITH APPLICATIONS TO THE ANALYSIS OF ALZHEIMER'S DISEASE AND ITS ONSET WITH MRI BRAIN IMAGE PROCESSING
Graduate Program:
Electrical Engineering
Keywords:
Alzheimer
Support Vector Machine
biomedical imaging
discriminant function
classification
machine learning
MRI
brain imaging
gene microarray
File:
Download ya_thesis_after5aug10review.pdf
Committee Members:
Profs David J Miller And George Kesidis, Dissertation Advisor/Co-Advisor
David Jonathan Miller, Committee Chair/Co-Chair
George Kesidis, Committee Member
Qing X Yang, Committee Chair/Co-Chair
Constantino Manuel Lagoa, Committee Member
James Z Wang, Committee Member

4. Machine Learning for Text Mining: Classification, Retrieval and Recommendation

open_access
Open Access
Author:
Song, Yang
Title:
Machine Learning for Text Mining: Classification, Retrieval and Recommendation
Graduate Program:
Computer Science and Engineering
Keywords:
classification
machine learning
text classification
information retrieval
clustering
recommendation
File:
Download yangsong_dissertation.pdf
Committee Members:
C Lee Giles, Dissertation Advisor/Co-Advisor
C Lee Giles, Committee Chair/Co-Chair
Wang Chien Lee, Committee Member
Jia Li, Committee Member
Jesse Louis Barlow, Committee Member
Bing Li, Committee Member

5. TOWARDS INFERRING BIOLOGICALLY INFORMATIVE PROTEIN-PROTEIN INTERACTIONS

open_access
Open Access
Author:
Zhang, Ya
Title:
TOWARDS INFERRING BIOLOGICALLY INFORMATIVE PROTEIN-PROTEIN INTERACTIONS
Graduate Program:
Information Systems
Keywords:
microarray analysis
protein domain
protein interaction prediction
bioinformatics
machine learning
File:
Download YZhang_Thesis_Final.pdf
Committee Members:
Chao Hsien Chu, Committee Chair/Co-Chair
Hongyuan Zha, Committee Chair/Co-Chair
C Lee Giles, Committee Member
James Z Wang, Committee Member
Liwang Cui, Committee Member

6. Situation Awareness and Adaptive Decision-Making in Autonomous Systems via Symbolic Learning

open_access
Open Access
Author:
Jin, Xin
Title:
Situation Awareness and Adaptive Decision-Making in Autonomous Systems via Symbolic Learning
Graduate Program:
Mechanical Engineering
Keywords:
situation awareness
decision making
autonomous system
machine learning
autonomous navigation
sensor fusion
File:
Download Dissertation_XinJin_Final.pdf
Committee Members:
Asok Ray, Dissertation Advisor/Co-Advisor
Jeffrey Scott Mayer, Committee Member
Shashi Phoha, Committee Member
Alok Sinha, Committee Member
Thomas Wettergren, Special Member

7. Novel Task Decomposition And Aggregation methods For Knowledge Discovery In Multi-agent systems

open_access
Open Access
Author:
Kurve, Aditya C
Title:
Novel Task Decomposition And Aggregation methods For Knowledge Discovery In Multi-agent systems
Graduate Program:
Electrical Engineering
Keywords:
multi-agent systems
knowledge discovery
game theory
machine learning
Nash equilibrium
crowdsourcing
generative modeling
File:
Download AdityaKurve-Dissertation.pdf
Committee Members:
George Kesidis, Dissertation Advisor/Co-Advisor
Kultegin Aydin, Committee Chair/Co-Chair
David Jonathan Miller, Committee Member
John F Doherty, Committee Member
Jason Ryder Morton, Committee Member
Christopher H Griffin, Committee Member

8. Network Traffic Analysis: Anomaly Detection and Some Implications of Neutrality

open_access
Open Access
Author:
Kocak, Fatih
Title:
Network Traffic Analysis: Anomaly Detection and Some Implications of Neutrality
Graduate Program:
Electrical Engineering
Keywords:
machine learning
anomaly detection
p-value
clustering
feature selection
network neutrality
game theory
caching
networks
File:
Download FatihKocak-Dissertation.pdf
Committee Members:
David Jonathan Miller, Dissertation Advisor/Co-Advisor
George Kesidis, Dissertation Advisor/Co-Advisor
Kenneth Jenkins, Committee Member
John F Doherty, Committee Member
Anna Cinzia Squicciarini, Committee Member

9. Exploiting user-generated data for knowledge discovery and recommendation

open_access
Open Access
Author:
Liu, Haibin
Title:
Exploiting user-generated data for knowledge discovery and recommendation
Graduate Program:
Information Sciences and Technology
Keywords:
data mining
machine learning
recommender system
social media
user-generated data
File:
Download Haibin-thesis.pdf
Committee Members:
Dongwon Lee, Dissertation Advisor/Co-Advisor
John Yen, Committee Member
Guoray Cai, Committee Member
Fuqing Zhang, Committee Member

10. Improved generative modeling approaches for semi-supervised and domain adaptive classifier learning from labels and constraints

open_access
Open Access
Author:
Raghuram, Jayaram
Title:
Improved generative modeling approaches for semi-supervised and domain adaptive classifier learning from labels and constraints
Graduate Program:
Electrical Engineering
Keywords:
semisupervised classification
semisupervised constraint based learning
classifier domain adaptation
machine learning
File:
Download Jayaram-Dissertation.pdf
Committee Members:
David Jonathan Miller, Dissertation Advisor/Co-Advisor
David Jonathan Miller, Committee Chair/Co-Chair
George Kesidis, Committee Member
Kenneth Jenkins, Committee Member
Dr Yu Zhang, Committee Member

11. nonsmooth optimization with applications in network design and machine learning

open_access
Open Access
Author:
Liu, Hongcheng
Title:
nonsmooth optimization with applications in network design and machine learning
Graduate Program:
Industrial Engineering
Keywords:
Nonsmooth optimization
machine learning
network design
folded concave penalty
sparse recovery
File:
Download HongchengLiu_new-Dissertation-copy.pdf
Committee Members:
Tao Yao, Committee Chair/Co-Chair
Terry Lee Friesz, Committee Chair/Co-Chair
Necdet S Aybat, Committee Member
Runze Li, Committee Member

13. 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

14. 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

15. 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

16. 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

17. 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

18. 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

19. 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

20. 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