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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

Author:

Zhou , Ding

Title:

MINING SOCIAL DOCUMENTS AND NETWORKS

Graduate Program:

Computer Science and Engineering

Keywords:

social network
machine learning
information retrieval
user modeling

File:

Download dzhou-thesis.pdf

Committee Members:

C Lee Giles, Committee Chair/Co-Chair
Hongyuan Zha, Committee Chair/Co-Chair
Jia Li, Committee Member
Wang Chien Lee, Committee Member
David Jonathan Miller, Committee Member

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

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

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

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

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

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

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

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