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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

5. EXPLORING REGIONAL VARIATION IN SPATIAL LANGUAGE: A CASE STUDY ON SPATIAL ORIENTATION BY USING VOLUNTEERED SPATIAL LANGUAGE DATA

open_access
Open Access
Author:
Xu, Sen
Title:
EXPLORING REGIONAL VARIATION IN SPATIAL LANGUAGE: A CASE STUDY ON SPATIAL ORIENTATION BY USING VOLUNTEERED SPATIAL LANGUAGE DATA
Graduate Program:
Geography
Keywords:
text classification
geo-referenced web sampling
volunteered geographic information
information extraction
machine learning
spatial language analysis
regional linguistic differences
cardinal directional usage
visual analytics
File:
Download Thesis_Xu_July12th_Final_Final.pdf
Committee Members:
Alexander Klippel, Thesis Advisor/Co-Advisor
Alexander Klippel, Thesis Advisor/Co-Advisor
Alan Maceachren, Thesis Advisor/Co-Advisor

6. 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

7. 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

8. 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

10. 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

11. An Investigation of Wavelet Features for Automated Biomedical Image Classification

open_access
Open Access
Author:
Fry, Jonathan Richard
Title:
An Investigation of Wavelet Features for Automated Biomedical Image Classification
Graduate Program:
Electrical Engineering
Keywords:
wavelet
feature space
classification
machine learning
pattern recognition
image analysis
feature selection
File:
Download thesis_format_final.pdf
Committee Members:
Yanxi Liu, Thesis Advisor/Co-Advisor
Vishal Monga, Thesis Advisor/Co-Advisor

14. 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

16. 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

18. 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

19. 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

20. 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