Search

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:

Login to Download

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:

Login to Download

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:

Shahidi, Narges

Title:

Design Trade-off for Cloud Storage

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Cloud
Cloud Storage
Storage Design
Cloud Storage Design
Serverless
SSD
NAND Flash Memories
Serverless Computing
Cloud Computing
Solid State Drives

File:

Login to Download

Committee Members:

George Kesidis, Major Field Member
Mahmut Kandemir, Chair & Dissertation Advisor
Bhuvan Urgaonkar, Major Field Member
Dinghao Wu, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Author:

Li, Junde

Title:

Machine Learning and Optimization Applications on Near-term Quantum Computers

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Machine Learning
Quantum Computing
Computer Vision
Optimization
Variational Quantum Algorithms
Generative Models
Quantum Computation Advantages

File:

Download phd_dissertation_junde.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Swaroop Ghosh, Chair & Dissertation Advisor
Mehrdad Mahdavi, Major Field Member
Nikolay Dokholyan, Outside Unit & Field Member
Chunhao Wang, Major Field Member

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:

Login to Download

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:

Ding, Ding

Title:

Violation Detection, Extra Information Release and Secure Implementation for Differentially Private Mechanisms

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

differential privacy
counterexample detection
privacy mechanism
floating-point vulnerability

File:

Download PhD_Dissertation_Ding.pdf

Committee Members:

G. Tan, Major Field Member
Aleksandra Slavkovic, Outside Unit & Field Member
Danfeng Zhang, Co-Chair & Dissertation Advisor
Daniel Kifer, Co-Chair & Dissertation Advisor
Chitaranjan Das, Program Head/Chair

Author:

Liao, Minli

Title:

Efficiently supporting and exploiting multiple concurrent views of data in the memory hierarchy

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Cache design
Symmetric memories
Crosspoint memory
2D memory access
Multi-view memory systems
Orientation prediction
Layout transformation
Cache design
Symmetric memories
Crosspoint memory
2D memory access
Multi-view memory systems
Orientation prediction
Layout transformation

File:

Download Minli_Liao_Dissertation.pdf

Committee Members:

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

Author:

Lin, Yilei

Title:

Topology Inference in Modern Communication Networks

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

computer networks
topology inference
NFV
queuing networks

File:

Download Yilei__Dissertation-5.pdf

Committee Members:

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