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Author:

Choi, Jinhang

Title:

Context-Aware Design and Optimization of Embedded Deep Neural Network Architectures

Graduate Program:

Computer Science and Engineering

Keywords:

Deep Neural Networks
Design Automation
Parallel Architectures
Edge Computing

File:

Download JChoi-PhDDissertation-final.pdf

Committee Members:

Vijaykrishnan Narayanan, Dissertation Advisor/Co-Advisor
Vijaykrishnan Narayanan, Committee Chair/Co-Chair
John Morgan Sampson, Committee Chair/Co-Chair
Mahmut Taylan Kandemir, Committee Member
Zihan Zhou, Outside Member
Chitaranjan Das, Program Head/Chair

Author:

Yang, Fengting

Title:

Geometry Inspired Deep Neural Networks for 3D reconstruction

Graduate Program:

Information Sciences and Technology

Keywords:

3D reconstruction
Geometry
Deep Neural Networks

File:

Download Fengting_dessertation_final.pdf

Committee Members:

Lingzhou Xue, Outside Unit & Field Member
C Lee Giles, Major Field Member
Mary Beth Rosson, Program Head/Chair
Sharon Huang, Chair & Dissertation Advisor
Zihan Zhou, Major Field Member

Author:

Hsieh, Tsung Yu

Title:

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

Graduate Program:

Computer Science and Engineering

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:

Hakimi, Zeinab

Title:

Efficient Deep Neural Networks Architectures for Video Analytics Systems

Graduate Program:

Computer Science and Engineering

Keywords:

Deep Neural Networks
Object Recognition
Convolutional Neural Networks
Edge Computing
Distributed Camera Intelligence System

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Jack Carroll, Outside Unit & Field Member
Rui Zhang, Major Field Member
John Sampson, Major Field Member

Author:

Nandakumar, Apoorva

Title:

Data-driven modeling, analysis and control of non-linear transient dynamics of microgrids

Graduate Program:

Electrical Engineering

Keywords:

Data-driven modeling
Sparse Identification
Microgrids
Model Predictive Control
Transient Dynamics
Unbalanced Operations
Deep Neural Networks

File:

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Committee Members:

Madhavan Swaminathan, Program Head/Chair
Minghui Zhu, Major Field Member
Bin Li, Major Field Member
Yan Li, Chair & Dissertation Advisor
Daning Huang, Outside Unit & Field Member
Nilanjan Ray Chaudhuri, Major Field Member