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Author:

Chatterjee, Anirban

Title:

Exploiting Sparsity, Structure, and Geometry for Knowledge Discovery

Graduate Program:

Computer Science and Engineering

Keywords:

sparse graph embedding
sparse graph partitioning
data mining
sparse linear solvers

File:

Download AnirbanChatterjeeDoctoralThesis.pdf

Committee Members:

Padma Raghavan, Dissertation Advisor/Co-Advisor
Padma Raghavan, Committee Chair/Co-Chair
Mahmut Taylan Kandemir, Committee Member
Suzanne Michelle Shontz, Committee Member
Kateryna Dmytrivna Makova, Committee Member

Author:

Kim, Hyun-Woo

Title:

Data Mining on Microblogged Information: Gender Recognition and Suicide Prevention

Graduate Program:

Information Sciences and Technology

Keywords:

data mining
suicide prevention
gender classification
gender recognition
feature selection
attribute selection
support vector machine
SVM

File:

Download data_mining_on_microblogged_information.pdf

Committee Members:

John Yen, Thesis Advisor/Co-Advisor
John Yen, Thesis Advisor/Co-Advisor
Bernard James Jansen, Thesis Advisor/Co-Advisor

Author:

Inochanon, Keerati

Title:

A Speedy Algorithm For Determining Personalized Discounts For Products Approaching Their End-of-Life Stage

Graduate Program:

Industrial Engineering

Keywords:

decision support system
personalized discount
inventory policy
dynamic pricing
expert system
fuzzy inference rules
data mining

File:

Download inochanon-thesis.pdf

Committee Members:

Dr Soundar Kumara, Thesis Advisor/Co-Advisor
Soundar Rajan Tirupatikumara, Thesis Advisor/Co-Advisor

Author:

Yip, Kelly

Title:

Mining Human Interaction Data

Graduate Program:

Industrial Engineering

Keywords:

data mining
multivariate time series
categorical data
association rule
sequential pattern
interactive data
approximated pattern

File:

Download KellyY_FinalSubmission.pdf

Committee Members:

David Arthur Nembhard, Dissertation Advisor/Co-Advisor
David Arthur Nembhard, Committee Chair/Co-Chair
Ling Rothrock, Committee Member
Timothy William Simpson, Committee Member
Michael J Rovine, Committee Member

Author:

Li, Tianjiang

Title:

Abstract Principal Component Analysis And Applications To Model Reduction

Graduate Program:

Mathematics

Keywords:

Banach operator algebra
standing and traveling waves
signal decomposition
extraction of transient modes
abstract principal component analysis
data mining

File:

Download Li-Dissertation.pdf

Committee Members:

Qiang Du, Dissertation Advisor/Co-Advisor
Qiang Du, Committee Chair/Co-Chair
Ludmil Tomov Zikatanov, Committee Member
Xiantao Li, Committee Member
Anna L Mazzucato, Committee Member
Runze Li, Committee Member

Author:

Zhuang, Ziming

Title:

IMPROVING RELEVANCE RANKING FOR UNDERSPECIFIED QUERIES

Graduate Program:

Information Sciences and Technology

Keywords:

search query
relevance ranking
information retrieval
search engine
data mining

File:

Download ZZhuang-MS-Dissertation.pdf

Committee Members:

C Lee Giles, Thesis Advisor/Co-Advisor
Lee Giles And Prasenjit Mitra, Thesis Advisor/Co-Advisor
Prasenjit Mitra, Thesis Advisor/Co-Advisor

Author:

Zhang, Zhenhai

Title:

DATAMINING OF GENOME-WIDE NUCLEOSOME DATA GENERATED BY NEXT-GENERATION SEQUENCING

Graduate Program:

Integrative Biosciences

Keywords:

Next-generation sequencing
data mining
ChIP-Seq

File:

Download Zhang_Dissertation_5.0.pdf

Committee Members:

Benjamin Franklin Pugh, Dissertation Advisor/Co-Advisor
Benjamin Franklin Pugh, Committee Chair/Co-Chair
David Scott Gilmour, Committee Member
Debashis Ghosh, Committee Member
Yu Zhang, Committee Member

Author:

Fang, Qi

Title:

Data Mining on Communication for Identifying Terrorists: A Case Study

Graduate Program:

Information Sciences and Technology

Keywords:

terrorist identification
data mining
social network analysis

File:

Download qifang.pdf

Committee Members:

John Yen, Thesis Advisor/Co-Advisor
Dinghao Wu, Thesis Advisor/Co-Advisor
Dongwon Lee, Thesis Advisor/Co-Advisor

Author:

Udoh, Aniefiok S

Title:

Evaluating Stimlation Effectiveness of the Bakken Fields Using Data Mining Techniques

Graduate Program:

Energy and Mineral Engineering

Keywords:

Bakken
data mining
hydraulic fracturing in the bakken
stimulation
effective stimulation
evaluating stimulation
statistical analysis

File:

Download PS_Thesis__final_.pdf

Committee Members:

Yilin Wang, Thesis Advisor/Co-Advisor

Author:

Zhu, Yeying

Title:

Data-adaptive Approaches to Modeling Propensity Scores in Causal Inference Problems

Graduate Program:

Statistics

Keywords:

causal inference
data-adaptive
data mining
observational studies
propensity scores

File:

Download Yeying-Dissertation.pdf

Committee Members:

Debashis Ghosh, Dissertation Advisor/Co-Advisor
Debashis Ghosh, Committee Chair/Co-Chair
Aleksandra B Slavkovic, Committee Member
Runze Li, Committee Member
Donna Coffman, Committee Member

Author:

Yuan, Dayu

Title:

Mining and indexing graph databases

Graduate Program:

Computer Science and Engineering

Keywords:

data mining
graph database
query processing
index structure
information retrieval

File:

Download YourName-Dissertation.pdf

Committee Members:

Prasenjit Mitra, Dissertation Advisor/Co-Advisor
Prasenjit Mitra, Committee Chair/Co-Chair
C Lee Giles, Committee Chair/Co-Chair
Daniel Kifer, Committee Member
Zhenhui Li, Committee Member
Jesse Louis Barlow, Committee Member

Author:

Huang, Shu

Title:

Mining User-generated Contents on the Web and Social Networks

Graduate Program:

Information Sciences and Technology

Keywords:

data mining
social network
information retrieval

File:

Download ShuHuang-Dissertation.pdf

Committee Members:

Dongwon Lee, Dissertation Advisor/Co-Advisor
Peng Liu, Committee Member
Heng Xu, Committee Member
Jack C Hayya, Committee Member

Author:

Murphy, William P

Title:

Using Supervised Learning To Identify Descriptions Of Personal Experiences Related To Chronic Disease On Social Media

Graduate Program:

Information Sciences and Technology

Keywords:

machine learning
social media
data mining
health informatics

File:

Download ms_thesis2.pdf

Committee Members:

John Yen, Thesis Advisor/Co-Advisor

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:

Chang, Hau-wen

Title:

Improving Prediction, Recommendation, and Classification using User-generated Content and Relationships

Graduate Program:

Computer Science and Engineering

Keywords:

data mining
location estimation
recommender system
keyword recommendation
text minging

File:

Download hauwen150729.pdf

Committee Members:

Dongwon Lee, Dissertation Advisor/Co-Advisor
Wang Chien Lee, Committee Chair/Co-Chair
Kamesh Madduri, Committee Member
Dinghao Wu, Committee Member

Author:

Hu, Xiaocheng

Title:

DATA MINING ON CORPORATE FILLING BASED ON BAYESIAN LEARNING APPROACH

Graduate Program:

Industrial Engineering

Keywords:

data mining
text analysis
Perl

File:

Download finalthesis.pdf

Committee Members:

Tao Yao, Thesis Advisor/Co-Advisor

Author:

Bodnar, Todd James

Title:

Data Science with Social Media for Epidemiology and Public Health

Graduate Program:

Biology

Keywords:

data mining
data science
data
twitter
google
facebook
apple
amazon
amazon web services
hive
apache
hadoop
java
big data

File:

Download ToddBodnar-Dissertation.pdf

Committee Members:

Marcel Salathé, Dissertation Advisor/Co-Advisor
Andrew Fraser Read, Committee Chair/Co-Chair
Conrad S Tucker, Committee Member
John Yen, Special Member

Author:

Zhuang, Ziming

Title:

MINING FEEDBACK IN RANKING AND RECOMMENDATION SYSTEMS

Graduate Program:

Information Sciences and Technology

Keywords:

recommendation system
data mining
search
ranking
information retrieval

File:

Download ZZhuang-PhD-Dissertation.pdf

Committee Members:

C. Lee Giles, Committee Chair/Co-Chair
Prasenjit Mitra, Committee Chair/Co-Chair
Dongwon Lee, Committee Member
Wang-Chien Lee, Committee Member

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

Author:

Zhao, Hanqing

Title:

SUPPORTING THE UNDERSTANDING OF ASSOCIATION RULE WITH VISUALIZATION

Graduate Program:

Information Sciences and Technology

Keywords:

data mining
visualization
association rule mining

File:

Download Thesis_HanqingZhao_MS_IST_2017SP.pdf

Committee Members:

Xiaolong (Luke) Zhang, Thesis Advisor/Co-Advisor

Author:

Yu, Mo

Title:

UNDERSTANDING USER INTERACTIONS THROUGH LINK ANALYSIS IN SOCIAL NETWORKS

Graduate Program:

Information Sciences and Technology

Keywords:

social network analyses
link analysis
data mining
recommender system
cold start
classification

File:

Download Dissertation_Mo_Yu.pdf

Committee Members:

Xiaolong Zhang, Dissertation Advisor/Co-Advisor
Xiaolong Zhang, Committee Chair/Co-Chair
Dongwon Lee, Committee Member
Guoray Cai, Committee Member
Derek Allen Kreager, Outside Member

Author:

Wang, Hongjian

Title:

Ubran Computing with Mobility Data: a Unified Approach

Graduate Program:

Information Sciences and Technology

Keywords:

urban computing
graph embedding
data mining
mobility data
spatial non-stationary
geographically weighted regression
reinforcement learning
MCMC

File:

Download Hongjian-disertation.pdf

Committee Members:

Dr. Zhenhui Li, Dissertation Advisor/Co-Advisor
Zhenhui Li, Committee Chair/Co-Chair
C. Lee Giles, Committee Member
Anna Squicciarini, Committee Member
Daniel Kifer, Outside Member

Author:

Wu, Fei

Title:

Mining Heterogeneous Data for Semantic Understanding of Mobility Data

Graduate Program:

Information Sciences and Technology

Keywords:

semantic annotation
mobility data
data mining

File:

Download FeiWu-Dissertation.pdf

Committee Members:

Zhenhui Li, Dissertation Advisor/Co-Advisor
Zhenhui Li, Committee Chair/Co-Chair
Clyde Lee Giles, Committee Member
Xiang Zhang, Committee Member
Wang-Chien Lee, Outside Member

Author:

Li, Weiling

Title:

APPLICATIONS OF CLUSTERING ALGORITHMS TO ENTITY RESOLUTION AND HUMAN GENOME VARIATION

Graduate Program:

Computer Science and Engineering

Keywords:

data mining
clustering
entity resolution
crowdsourcing
polymorphic HERV-K
human genome variation

File:

Download Weiling_Li-Dissertation-v1.pdf

Committee Members:

Raj Acharya, Dissertation Advisor/Co-Advisor
Paul Medvedev, Committee Chair/Co-Chair
Bhuvan Urgaonkar, Committee Member
Wang-Chien Lee, Committee Member
Mary Poss, Outside Member

Author:

Zheng, Guanjie

Title:

Data-driven Decision Making in Spatial Temporal Tasks

Graduate Program:

Information Sciences and Technology

Keywords:

data-driven decision making
spatial temporal data
data mining

File:

Download dissertation-zheng.pdf

Committee Members:

Zhenhui Li, Dissertation Advisor/Co-Advisor
Zhenhui Li, Committee Chair/Co-Chair
Clyde Lee Giles, Committee Member
Xiang Zhang, Committee Member
Susan Louise Brantley, Outside Member
Mary Beth Rosson, Program Head/Chair