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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:

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:

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:

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