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Author:

Ramezani, Morteza

Title:

Systems Optimizations for Learning and Processing on Large Scale Graphs

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Graphs
Graph Processing
Graph Neural Networks

File:

Download PhD_Thesis_Updated.pdf

Committee Members:

Mahmut Kandemir, Co-Chair & Dissertation Advisor
C Lee Giles, Outside Unit & Field Member
Anand Sivasubramaniam, Co-Chair & Dissertation Advisor
Mehrdad Mahdavi, Major Field Member
Chitaranjan Das, Program Head/Chair

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:

Bhuyan, Sandeepa

Title:

Optimizing Emerging Game Streaming Applications for Mobile Platforms

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Game Streaming
Cloud Gaming
Video Game Processing
Mobile platforms
Performance
Energy-efficiency

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Chitaranjan Das, Chair & Co-Dissertation Advisr
Mahmut Kandemir, Dissertation Co-Advisor
C Lee Giles, Outside Unit & Field Member
Mahanth Gowda, Major Field Member

Author:

Xie, Tian

Title:

Resilient Cache Network Management: Algorithms, Analysis, Experiments

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

cache inference
denial of service attack
Software defined networking
cache replacement policy
access delay
attack resilience
TTL approximation
overlay routing
online routing
flow table size inference
adversarial reconnaissance
joint caching and routing
approximation algorithm

File:

Download Tian__dissertation_draft_2024_v2.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Peng Liu, Outside Unit & Field Member
Ting He, Chair & Dissertation Advisor
Mingfu Shao, Major Field Member
Thomas La Porta, Major Field Member

Author:

Ying, Ziyu

Title:

Improving Performance and Energy Efficiency for Visual Computing on Resource-Constrained Devices

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Visual Computing
Resource-Constrained Device
Optimization
Energy-Efficiency

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Chitaranjan Das, Co-Chair & Dissertation Advisor
Sharon Huang, Outside Unit & Field Member
Mahmut Kandemir, Co-Chair & Dissertation Advisor
Mahanth Gowda, Major Field Member

Author:

Vajjiravelu Baskaran, Saambhavi

Title:

Distributed execution model for near-data accelerators

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

near-data accelerator
execution model
accelerator abstraction
accelerator interfaces

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Chitaranjan Das, Major Field Member
Linhai Song, Outside Unit & Field Member
Mahmut Kandemir, Major Field Member
John Sampson, Chair & Dissertation Advisor

Author:

Liu, Yilin

Title:

Finger Motion Analysis for Interactive Applications using Wearable and Wireless IoT devices

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Finger motion tracking
Machine learning
Deep learning
Wearable sensing
Human behavior sensing
Wireless sensing

File:

Download yilin_thesis.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Bin Li, Major Field Member
Bhuvan Urgaonkar, Major Field Member
Mahanth Gowda, Chair & Dissertation Advisor
Amulya Yadav, Outside Unit & Field Member

Author:

Cong, Weilin

Title:

Fundamental problems in graph learning: optimization, generalization, privacy, and model design

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Graph representation learning
Optimization
Generalization

File:

Download Final_thesis__2_.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Kamesh Madduri, Major Field Member
Mahmut Kandemir, Major Field Member
Suhang Wang, Outside Unit & Field Member
Mehrdad Mahdavi, Chair & Dissertation Advisor

Author:

Li, Zheyu

Title:

Accelerating Data-intensive Bioinformatic Workloads

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Bioinformatic
Genome sequencing
FPGA
In-memory computing
Whole Silde Imaging
Max Cut
Nanopore Sequencing
Sorting

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
John Sampson, Major Field Member
Santhosh Girirajan, Outside Unit & Field Member