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Author:

Sun, Yiwei

Title:

Adversarial Attacks and Representation Learning for Graph-structured Data

Graduate Program:

Computer Science and Engineering

Keywords:

Adversarial Attacks
Graph Mining
Graph Representation Learning

File:

Download YiweiSunThesis_update.pdf

Committee Members:

Vasant Gajanan Honavar, Dissertation Advisor/Co-Advisor
Suhang Wang, Dissertation Advisor/Co-Advisor
Sencun Zhu, Committee Member
Kamesh Madduri, Committee Member
Soundar Rajan Tirupatikumara, Outside Member
Chitaranjan Das, Program Head/Chair
Vasant Gajanan Honavar, Committee Chair/Co-Chair

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:

Sarma, Anup

Title:

Optimizing Deep Learning for Memory and Compute : A joint Algorithm-Architecture Exploration

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Deep Learning
Computer Architecture
Main Memory
CNN and RNN-LSTM
Inference and Training
Sparsity
Performance and Energy Efficiency

File:

Download Dissertation_copy_Final2.pdf

Committee Members:

Vijaykrishnan Narayanan, Major Field Member
C Lee Giles, Outside Unit & Field Member
Asit K Mishra, Special Member
Chitaranjan Das, Program Head/Chair
Mahmut Kandemir, Dissertation Co-Advisor
Chitaranjan Das, Chair & Co-Dissertation Advisr

Author:

Kumar, Adithya

Title:

Leveraging Heterogeneity in Designing Systems For Emerging Datacenter Applications

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Heterogeneity
Tail Latency
Deep Learning
SmartNIC
GPU

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Timothy Zhu, Co-Chair of Committee
Bhuvan Urgaonkar, Major Field Member
Anand Sivasubramaniam, Co-Chair & Dissertation Advisor
Qian Wang, Outside Unit & Field Member

Author:

Scott, Jesse

Title:

Dynamic Stability Monitoring of Complex Human Motion Sequences via Precision Computer Vision

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

image-based stability
deep learning
machine learning
Center of Mass
Base of Support
Center of Pressure
stability
balance
motion capture
foot pressure
video
human pose
Taiji
biomechanics
stability metrics
falls
computer vision

File:

Download CompositeResults-Subject1-Take3.mp4Download CompositeResults-Subject9-Take3.mp4Download CompositeResults-SingleView.mp4Download JesseScott-Dissertation-Final-12-12-22.pdf

Committee Members:

Yanxi Liu, Co-Chair & Dissertation Advisor
John Challis, Outside Unit & Field Member
Robert Collins, Co-Chair & Dissertation Advisor
Guohong Cao, Major Field Member
Chitaranjan Das, Program Head/Chair

Author:

George, Sumitha

Title:

Technology Driven Architecture Support for Memory Hierarchies

Graduate Program:

Computer Science and Engineering

Keywords:

Cache
Memory
FEFET
FeFET
NCFET
MDA
symmetric memory
2Dimensional Memory
2D Memory
Tag-less cache
Tagless
CAM
non-volatile
flip-flop
flipflop
Content Addressable Memory
Approximate CAM
Non volatility

File:

Download Uploaded_Thesis_Sumitha_George.pdf

Committee Members:

Vijaykrishnan Narayanan, Dissertation Advisor/Co-Advisor
Vijaykrishnan Narayanan, Committee Chair/Co-Chair
John Morgan Sampson, Committee Member
Mahmut Taylan Kandemir, Committee Member
Sumeet Kumar Gupta, Special Member
Saptarshi Das, Outside Member
Chitaranjan Das, Program Head/Chair