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Author:

Fu, Tao Yang

Title:

GRAPH AND TRAJECTORY MINING: FRAMEWORKS,ALGORITHMS AND APPLICATIONS

Graduate Program:

Computer Science and Engineering

Keywords:

machine learning
representation learning
neural network
network data
trajectory data
spatio-temporal data
node classification
link prediction
travel time estmiation
route planning

File:

Download dissertation_final.pdf

Committee Members:

Wang-Chien Lee, Dissertation Advisor/Co-Advisor
Wang-Chien Lee, Committee Chair/Co-Chair
Sencun Zhu, Committee Member
Kamesh Madduri, Committee Member
Jia Li, Outside Member
Zhen Lei, Dissertation Advisor/Co-Advisor
Paul Medvedev, Committee Member
Chitaranjan Das, Program Head/Chair
Zhen Lei, Committee Chair/Co-Chair

Author:

Wang, William

Title:

Semantic Image Retrieval via Graph Representation and Metric Learning

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Semantic image retrieval
Image-to-image retrieval
Scene graph
Graph convolutional network
Metric learning
Deep learning

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Wang-Chien Lee, Thesis Advisor/Co-Advisor
Sencun Zhu, Committee Member

Author:

Hung, Hui Ju

Title:

Algorithms and models toward novel graph problems and applications

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Network intervention
optimization algorithms
social networks
graph optimization problem
network intervention
social network
reinforcement learning
transfer learning
node representation

File:

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Committee Members:

Sy-Miin Chow, Outside Unit & Field Member
Ting He, Major Field Member
Wang-Chien Lee, Co-Chair & Dissertation Advisor
Sencun Zhu, Major Field Member
Zhen Lei, Co-Chair of Committee
Chitaranjan Das, Program Head/Chair