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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:

Jo, Jihyun

Title:

Vehicle Routing Problems in a Megacity

Graduate Program:

Industrial Engineering

Keywords:

Vehicle routing problem
Markov Decision Process
Mixed-Integer Linear Programming
Genetic Algorithm
Approximate Backward Induction
Heuristics
Megacity logistics

File:

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Committee Members:

Soundar Rajan Tirupatikumara, Dissertation Advisor/Co-Advisor
Soundar Rajan Tirupatikumara, Committee Chair/Co-Chair
Hui Yang, Committee Member
Saurabh Basu, Committee Member
Kamesh Madduri, Outside Member
Steven James Landry, Program Head/Chair

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

File:

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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

Author:

Liu, Meng

Title:

Leveraging Machine Learning for Analyzing Individual and Aggregate-Level Healthcare Data

Graduate Program:

Industrial Engineering (PHD)

Keywords:

Machine Learning
Healthcare
data analtics

File:

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Committee Members:

Steven Landry, Program Head/Chair
Soundar Kumara, Chair, Minor Member & Dissertation Advisor
Paul Griffin, Major Field Member
Kamesh Madduri, Outside Unit & Field Member
Swaminathan P. Iyer, Special Member
Qiushi Chen, Major Field Member
Kartik Ramakrishna, Special Member

Author:

Kumar, Vishnu

Title:

Supply Chain Resilience through Small and Medium-Sized Enterprises (SMEs): Representation, Partnership Prediction, and Standardization using Graph Databases

Graduate Program:

Industrial Engineering (PHD)

Keywords:

Supply Chain
Graph Database
Knowledge Graph
Machine Learning
Link Prediction
RDF
Manufacturing
BioPharma

File:

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Committee Members:

Steven Landry, Program Head/Chair
Soundar Kumara, Chair & Dissertation Advisor
Timothy Simpson, Outside Field Member
Paul Griffin, Major Field Member
Kamesh Madduri, Outside Unit Member
Vijay Srinivasan, Special Member

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