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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:

Agrawal, Deepak

Title:

ESSAYS IN HEALTHCARE MODELING AND ANALYTICS

Graduate Program:

Industrial Engineering

Keywords:

appointment scheduling
healthcare analytics
preference based scheduling
markov decision process
no-show
multi-priority
network model
risk prediction
physician scheduling

File:

Download Deepak_Final_Thesis.pdf

Committee Members:

Soundar Kumara, Dissertation Advisor/Co-Advisor
Soundar Kumara, Committee Chair/Co-Chair
Vinayak V Shanbhag, Committee Member
Guodong Pang, Committee Member
Mort D Webster, Outside Member
Guodong Pang, Committee Chair/Co-Chair
Guodong Pang, Dissertation Advisor/Co-Advisor

Author:

Camero, Dabis

Title:

DIABETES PREDICTION USING ANFIS WITH AUTOENCODING AND KALMAN FILTER

Graduate Program:

Electrical Engineering

Keywords:

Diabetes
predictive models
early diagnosis
World Health Organization (WHO)
Adaptive Neuro-Fuzzy Inference System (ANFIS)
Autoencoding
Kalman filtering
hybrid model
dimensionality reduction
feature extraction
BRFSS dataset
medical informatics
healthcare analytics
Explainable AI
chronic diseases
model generalizability
Computational Complexity
Outliers
Interpretability

File:

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Committee Members:

Aldo W Morales, Thesis Advisor/Co-Advisor
Truong Xuan Tran, Committee Member
Rafic Bachnak, Professor in Charge/Director of Graduate Studies
Jason Martis, Committee Member
Sannidhan M S, Committee Member