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Author:

Zheng, Yi

Title:

Video Analytics with In-SSD Processing Approaches

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

In-Storage-Processing
SSD
Firmware
FTL
Wear-Leveling
ORAM
Non-Volatile Memory

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Huijuan Xu, Major Field Member
John Sampson, Major Field Member
John Messner, Outside Unit & Field Member

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:

Rahman, Amatur

Title:

Compression Algorithms for de Bruijn Graphs and Uncovering Hidden Assembly Artifacts

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

de Bruijn graph
compression
k-mer set
colored de Bruijn graph
assembly
unitig
unitig algorithm
assembly artifact
bidirected de Bruijn graph
palindromic unitig

File:

Download psu_phd_amatur.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
David Koslicki, Major Field Member
Paul Medvedev, Chair & Dissertation Advisor
Francesca Chiaromonte, Outside Unit & Field Member
Mingfu Shao, Major Field Member

Author:

Hakimi, Zeinab

Title:

Efficient Deep Neural Networks Architectures for Video Analytics Systems

Graduate Program:

Computer Science and Engineering (PHD)

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:

Liu, Heting

Title:

Machine Learning in Mobile Edge Computing: Enhancing Efficiency in Inference and Training

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Edge Computing
Resource Allocation
Machine Learning
Federated Learning

File:

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Committee Members:

Fenglong Ma, Outside Unit & Field Member
Ting He, Major Field Member
Jing Yang, Major Field Member
Guohong Cao, Chair & Dissertation Advisor
Chitaranjan Das, Program Head/Chair

Author:

Bhasi, Vivek

Title:

Adapting the Serverless Platform for Emerging Application Patterns

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Serverless Computing
Cloud Computing
Resource Management
Cost
SLO Compliance
QoS

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Chitaranjan Das, Chair & Dissertation Advisor
Mahmut Kandemir, Dissertation Co-Advisor
C Lee Giles, Outside Unit & Field Member
Jashwant Raj Gunasekaran, Special Member
John Sampson, Major Field Member

Author:

Singh, Sonali

Title:

Co-Architecting Brain-inspired Algorithms and Hardware for Performance and Energy Efficiency

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Spiking Neural Networks
Neuromorphic Computing
Gradient descent
Low-power architectures
bio-inspired sensors

File:

Download NeuroCompDissertationDraftFinal.pdf

Committee Members:

Vijaykrishnan Narayanan, Co-Chair & Dissertation Advisor
Chitaranjan Das, Co-Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
Saptarshi Das, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Author:

Alkhadhr, Shaikhah

Title:

Modeling a Clinical Acoustic Information System Using Physics-Informed Machine Learning

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

physics-informed neural networks
wave equation
ultrasound therapeutics
numerical modeling
information systems

File:

Download Dissertation_vFinal.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Mohamed Almekkawy, Chair & Dissertation Advisor
Kamesh Madduri, Major Field Member
David Koslicki, Major Field Member
Yun Jing, Outside Unit & Field Member

Author:

Kim, Sun Hyoung

Title:

Practical Static Binary Analysis with Block Memory Model

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Static Analysis
Binary Analysis
Control Flow Graph
Pointer Analysis
Type Inference

File:

Download Sun_Hyoung_Kim_thesis_final.pdf

Committee Members:

G. Tan, Chair & Dissertation Advisor
Sencun Zhu, Major Field Member
Danfeng Zhang, Major Field Member
Dinghao Wu, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair