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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

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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

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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:

Dong, Yilu

Title:

Deviant Behavior Analysis of 5G Core Network Implementations

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

5G
Core Network
Cellular
Software Testing
Security

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Committee Members:

Syed Rafiul Hussain, Thesis Advisor/Co-Advisor
G. Gary Tan, Committee Member
Chitaranjan Das, Program Head/Chair
Tao Wan, Special Signatory

Author:

Swaminathan, Ashwath Raghav

Title:

Optimizing Existing NLP Tasks by Leveraging Knowledge Graphs

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Natural Language Processing
Knowledge Graphs
Knowledge Graph Embeddings
Transformers
Computational Complexity
Memory Usage Optimization
Reducing FLOPs
Token Pruning

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
Rui Zhang, Committee Member
Abhinav Verma, Committee Member

Author:

Tu, Kai

Title:

A Conformance Checker for the Control Plane Protocols of 5G Basebands

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

5G
security
Conformance Testing

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Committee Members:

Syed Rafiul Hussain, Thesis Advisor/Co-Advisor
Young Kun Ko, Committee Member
Chitaranjan Das, Program Head/Chair

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

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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

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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:

Reinoso, David

Title:

Analysis of Influential Objects In Smart Home Platforms

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

IoT
Smart Home
Security
Flow Graph
Property Analysis

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Trent Ray Jaeger, Thesis Advisor/Co-Advisor
Syed Rafiul Hussain, Committee Member
Syed Rafiul Hussain, Thesis Advisor/Co-Advisor

Author:

Angadi, Manoj Kumar

Title:

DESIGN AND IMPLEMENTATION OF A MULTI-STAGE PIPELINE FOR LARGE SCALE EXTRACTING, CLUSTERING AND INGESTION OF ACADEMIC DOCUMENTS FOR CITESEERX

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

CiteSeer
Extraction
Clustering
Ingestion
LSH
BM25
NGX
Elasticsearch
Python
Pipeline
EIS
Citation
index
PDF
Document
Server

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Committee Members:

Chitaranjan Das, Program Head/Chair
C Lee Giles, Thesis Advisor/Co-Advisor
Bhuvan Urgaonkar, Committee Member

Author:

Kalagi, Vishwas

Title:

CO-LOCATING COMPUTE AND MEMORY ACCESS IN DEEP LEARNING RECOMMENDATION MODEL INFERENCE

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Deep Learning Recommendation Models
hyperthreading
colocation
CPU
Inference
compute intensive
memory intensive
memory bottleneck

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Committee Members:

Chitaranjan Das, Program Head/Chair
Chitaranjan Das, Thesis Advisor/Co-Advisor
Mahmut Taylan Kandemir, Committee Member
Kamesh Madduri, Committee Member