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Author:

Ruscio, Ayelet Meron

Title:

CATEGORICAL VERSUS DIMENSIONAL DIAGNOSIS OF GENERALIZED ANXIETY DISORDER: HOW WELL DO THEY PREDICT RESPONSE TO TREATMENT?

Graduate Program:

Psychology

Keywords:

generalized anxiety disorder
worry
diagnosis
classification
predictive validity
stimulus control interventions
self-administered treatments

File:

Download Thesis.pdf

Committee Members:

Thomas D Borkovec, Committee Chair/Co-Chair
Louis Georges Castonguay, Committee Member
Michelle Gayle Newman, Committee Member
Craig Edelbrock, Committee Member

Author:

Bissinger, Brett

Title:

Minimum Hellinger Distance Classification of Underwater Acoustic Signals

Graduate Program:

Electrical Engineering

Keywords:

underwater acoustics
hellinger distance
minimum distance
classification

File:

Download BrettBissingerMSThesis.pdf

Committee Members:

N K Bose, Thesis Advisor/Co-Advisor
Nirmal K Bose, Thesis Advisor/Co-Advisor
Richard Lee Culver, Thesis Advisor/Co-Advisor

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:

Celik, Zeynel Berkay

Title:

Salting Public Traces with Attack Traffic to Test Flow Classifiers

Graduate Program:

Computer Science and Engineering

Keywords:

security
classification
botnet detection
netflow
intrusion detection

File:

Download Z_Berkay_Celik_MsThesis.pdf

Committee Members:

George Kesidis, Thesis Advisor/Co-Advisor
George Kesidis, Thesis Advisor/Co-Advisor

Author:

Webber, James Steven

Title:

Water Quality Condition Assessment of Streams in National Parks of the Mid-Atlantic USA Integrating Physical, Chemical, and Biological Datasets

Graduate Program:

Forest Resources

Keywords:

National Park Service
water quality
headwater streams
index of biotic integrity
classification
ecology
watershed

File:

Download JSW_MS_Thesis_Final.pdf

Committee Members:

Elizabeth Weeks Boyer, Thesis Advisor/Co-Advisor

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

Author:

Biyani, Prakhar

Title:

Analyzing Subjectivity and Sentiment of Online Forums

Graduate Program:

Information Sciences and Technology

Keywords:

Subjectivity analysis
sentiment analysis
classification
supervised learning
semi-supervised learning
online forums

File:

Download Dissertation_Biyani.pdf

Committee Members:

Prasenjit Mitra, Dissertation Advisor/Co-Advisor
Prasenjit Mitra, Committee Chair/Co-Chair
John Yen, Committee Member
Alexander Klippel, Committee Member
Marcel Salathe, Committee Member
Cornelia Caragea, Special Member

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:

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

Author:

Eden, Jake T

Title:

Location Extraction from Text Features in Practical Environments

Graduate Program:

Computer Science and Engineering

Keywords:

Text
text extraction
localization
classification
text features

File:

Download Eden_Jake_Thesis.pdf

Committee Members:

Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor

Author:

Qin, Chenrong

Title:

MORAL DECISION MAKING UNDER MONETARY CONSIDERATIONS

Graduate Program:

Information Sciences and Technology

Keywords:

classification
rationality

File:

Download First_thesis_paper.pdf

Committee Members:

David T Reitter, Thesis Advisor/Co-Advisor

Author:

Hossain, Ayaan

Title:

Advanced algorithms for the design and analysis of synthetic genetic parts

Graduate Program:

Bioinformatics and Genomics (PhD)

Keywords:

automated
design
synthetic
genetic
parts
combinatorial
optimization
machine
learning
algorithm
promoter
mRNA
transcription
translation
decay
repression
CRISPR
repeats
interference
graph
theory
path
finding
nonrepetitive
repetitive
gene
synthesis
assembly
oligopool
discovery
barcodes
primers
counting
NGS
reads
classifier
classification
regressor
regression
random
forest
LASSO
ridge
homologous
recombination
instability
tuning
efficiency
plasmids
genome
engineering
degenerate
IUPAC
vertex
cover
independent
set
initiation

File:

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Committee Members:

Paul Babitzke, Outside Unit Member
Howard Salis, Chair & Dissertation Advisor
Costas Maranas, Major Field Member
Reka Albert, Outside Field Member
George Perry, Program Head/Chair

Author:

Johnson, Benjamin Norman

Title:

Resolving the Latent Structure of Borderline Personality Disorder: Predicting Symptoms in Daily Life

Graduate Program:

Psychology (PHD)

Keywords:

personality disorder
phenotype
classification
assessment
diagnosis
individualized treatment
ecological momentary assessment
ambulatory assessment
mixture modeling
latent variable modeling
borderline personality disorder

File:

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Committee Members:

Kenneth Levy, Chair & Dissertation Advisor
Michael Hallquist, Major Field Member
Kristin Buss (she/her), Major Field Member
Peter Molenaar, Outside Unit & Field Member
Kristin Buss (She/Her), Program Head/Chair

Author:

Quach, Harris

Title:

Advances in Forward Sufficient Dimension Reduction Methods for Statistical Learning

Graduate Program:

Statistics (PHD)

Keywords:

ordinal data
functional data
classification
outer product of canonical gradients
tensor product of gradients
local linear function on function regression
k-means tuning

File:

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Committee Members:

Ephraim Mont Hanks, Professor in Charge/Director of Graduate Studies
Bharath Kumar Sriperumbudur, Major Field Member
Yanyuan Ma, Major Field Member
Bing Li, Chair & Dissertation Advisor
Alexei Novikov, Outside Unit & Field Member

Author:

Gerg, Isaac

Title:

Domain Enriched Machine Learning for Synthetic Aperture Sonar

Graduate Program:

Electrical Engineering (PHD)

Keywords:

machine learning
deep learning
sonar
autofocus
semantic segmentation
automatic target recogition
classification

File:

Download 2022_PhD_Thesis.pdf

Committee Members:

Alan Wagner, Outside Unit & Field Member
John Doherty, Major Field Member
Jing Yang, Major Field Member
Vishal Monga, Chair & Dissertation Advisor
Thomas F La Porta, Program Head/Chair

Author:

Wolff, Elise

Title:

The Relationship between Professional and Lay Expertise within an Advocacy Field: Historical Changes in the 'Intellectual and Developmental Disability' Construct

Graduate Program:

Sociology (MA)

Keywords:

classification
categorization
identity
social movements
disability studies
disability rights
intellectual disability
developmental disability
expertise

File:

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Committee Members:

Gary J Adler, Jr., Thesis Advisor/Co-Advisor
Charles Seguin, Committee Member
David Baker, Professor in Charge/Director of Graduate Studies
Alan M Sica, Committee Member
Sarah Brothers, Committee Member

Author:

Yu, Mingzhao

Title:

Discriminative brain image analysis via geometrically inspired deep networks

Graduate Program:

Electrical Engineering (PHD)

Keywords:

neuroimaging
AI
hydrocephalus
attention regularization
brain volume estimation
ultrasound
CT
MRI
classification

File:

Download Thesis.pdf

Committee Members:

Madhavan Swaminathan, Program Head/Chair
Mahanth Gowda, Major Field Member
Nanyin Zhang, Outside Unit & Field Member
Mehdi Kiani, Major Field Member
Steven J. Schiff, Special Member
Vishal Monga, Chair & Dissertation Advisor