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Author:

Liu, Chun Yi

Title:

Performance and Lifetime Management Strategies for High-density 3D NAND Flash Storage

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

3D NAND flash
3D NAND SSD
Garbage Collection
SSD characterization
SSD management
Write amplification

File:

Download Chun-Yi.pdf

Committee Members:

Chitaranjan Das, Major Field Member
Mahmut Kandemir, Chair & Dissertation Advisor
Bhuvan Urgaonkar, Major Field Member
Prasenjit Mitra, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Author:

Gunasekaran, Jashwant Raj

Title:

Maximizing Resource Efficiency for Next Generation Cloud Platforms

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

cloud
datacenter
performance
cost

File:

Download Jashwant_Dissertation.pdf

Committee Members:

Chitaranjan Das, Co-Chair & Dissertation Advisor
George Kesidis, Major Field Member
Mahmut Kandemir, Co-Chair & Dissertation Advisor
Bhuvan Urgaonkar, Major Field Member
Anton Nekrutenko, Outside Unit & Field Member
Bikash Sharma, Special Member
Chitaranjan Das, Program Head/Chair

Author:

Fatahi Baarzi, Ataollah

Title:

Efficient Service Deployment on Public Cloud: A Cost, Performance, and Security Perspective

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Cloud Computing
Resource Management
Service Deployment

File:

Download AtaFatahiThesis.pdf

Committee Members:

George Kesidis, Chair & Dissertation Advisor
Timothy Zhu, Major Field Member
Mahmut Kandemir, Major Field Member
Uday Shanbhag, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Author:

Zhao, Shulin

Title:

Optimizing Energy and Performance for Next-Generation Extended Reality Devices

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Extended Reality
Virtual Reality
Augmented Reality
Energy-effiency
Performance

File:

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Committee Members:

Chitaranjan Das, Major Field Member
Mahmut Kandemir, Co-Chair & Dissertation Advisor
Anand Sivasubramaniam, Co-Chair & Dissertation Advisor
Dinghao Wu, Outside Unit & Field Member
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:

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:

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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:

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:

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:

Jiang, Huaipan

Title:

Exploration of Machine Learning Based Acceleration Methodologies

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Machine learning
Acceleration
Approximation

File:

Download Exploration_of_Machine_Learning_Based_Acceleration_Methodologies.pdf

Committee Members:

Mahmut Kandemir, Chair & Dissertation Advisor
John Sampson, Major Field Member
Mehrdad Mahdavi, Major Field Member
Nikolay Dokholyan, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

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:

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:

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:

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:

Ryoo, Jihyun

Title:

Architecture-Centric Bottleneck Analysis for Machine Learning and Deep Learning Applications

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Computer architecture
Architecture profiling
Machine learning
Deep learning
Analysis model
High performance computing
Manycore systems
Parallel computing

File:

Download Jihyun_Ryoo_Dissertation.pdf

Committee Members:

Kamesh Madduri, Major Field Member
Mahmut Kandemir, Chair & Dissertation Advisor
John Sampson, Major Field Member
Dinghao Wu, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair