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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:

Hsieh, Tsung Yu

Title:

Explainable Predictive Modeling and Causal Effect Estimation from Complex Time-varying Data

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Explainable Machine Learning
Time Series Learning
Deep Neural Networks
Attention Networks
Functional Data Analysis
Causal Inference

File:

Download Dissertation-TsungYuHsieh.pdf

Committee Members:

David Miller, Major Field Member
Wang-Chien Lee, Major Field Member
Vasant Honavar, Chair & Dissertation Advisor
Matthew Reimherr, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Author:

Farhat, Farshid

Title:

Comprehensive Photographic Composition Assistance through Meaningful Exemplars

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

image aesthetics
deep learning
image retrieval
recommender system

File:

Download Farshid_PSU_Thesis.pdf

Committee Members:

James Wang, Committee Member & Major Field Represnt
Robert Collins, Committee Member & Major Field Represnt
Wang-Chien Lee, Member Added & Major Field Represnt
Jia Li, Committee Member & Related Areas Repres
Jesse Barlow, Chair & Major Field Represnt
Zihan Zhou, Member Added & Related Areas Represent
Chitaranjan Das, Program Head/Chair

Author:

Chai, Jiaming

Title:

Graph-based Methods For Zero-shot Learning In Image Classifications

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Machine Learning
Zero-shot Learning
Image Classification

File:

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Committee Members:

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

Author:

He, Fang

Title:

Applications of Deep Learning on Temporal and Graph Data Mining

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Temporal Data Mining
Graph Data Mining
Representation Learning
Deep Learning

File:

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Committee Members:

Kamesh Madduri, Major Field Member
Ting He, Major Field Member
Wang-Chien Lee, Chair & Dissertation Advisor
Zhen Lei, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Author:

Cao, Haonan

Title:

Apply Human Computer Interaction Principles to an Augmented Reality App for Human Motion Sequence Observation

Graduate Program:

Computer Science and Engineering

Keywords:

Augmented Reality
Human Computer Interaction

File:

Download Haonan-Thesis.pdf

Committee Members:

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

Author:

Satish, Chirag

Title:

Characterizing Object Stores For Serverless Systems

Graduate Program:

Computer Science and Engineering

Keywords:

Serverless systems
Object Stores
Characterization

File:

Download Chirag_Satish_Thesis_Final.pdf

Committee Members:

Aasheesh Kolli, Thesis Advisor/Co-Advisor
Wang-Chien Lee, Thesis Advisor/Co-Advisor
Chitaranjan Das, Program Head/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