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Author:

Wang, Hang

Title:

Parsimonious Model Selection Based on Bayesian Information Criterion and a Mixture-based Hybrid Model on Image Classification

Graduate Program:

Electrical Engineering

Keywords:

Mixture Model
Transfer Learning
CNN

File:

Download thesis_Hang_Wang.pdf

Committee Members:

David Jonathan Miller, Thesis Advisor/Co-Advisor
Constantino Manuel Lagoa, Committee Member

Author:

Chandran, Makesh Tarun

Title:

Processing In-Memory Architecture Incorporating Systolic Dataflow for Deep Neural Networks

Graduate Program:

Computer Science and Engineering

Keywords:

Neural Networks
ReRAM
Processing-in-memory
Transformer
BERT
LSTM
CNN
Systolic

File:

Download Makesh_Thesis.pdf

Committee Members:

Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
John Morgan Sampson, Committee Member
Chitaranjan Das, Program Head/Chair

Author:

Zesati, Natalie

Title:

Predicting Transcription Factor Binding Using Neural Structured Learning

Graduate Program:

Bioinformatics and Genomics

Keywords:

Neural Structured Learning
Convolution Neural Network
NSL
CNN
Transcription Factors

File:

Download ms_thesis_natalieZesati_20201118.pdf

Committee Members:

Shaun Mahony, Thesis Advisor/Co-Advisor
George H Perry, Program Head/Chair
Reka Z Albert, Committee Member

Author:

Yuan, Wenan

Title:

Development of a UAV-Based Multi-Dimensional Mapping Framework for Precise Frost Management in Apple Orchards

Graduate Program:

Agricultural and Biological Engineering (PHD)

Keywords:

camera
CNN
image registration
LiDAR
object detection
point cloud
RGB
temperature
thermal
camera
CNN
image registration
LiDAR
object detection
point cloud
RGB
temperature
thermal

File:

Download Dissertation_Final-Wenan_Yuan.pdf

Committee Members:

Long He, Major Field Member
Daeun Choi, Chair & Dissertation Advisor
Dimitrios Bolkas, Outside Unit & Field Member
Paul Heinemann, Major Field Member
Suat Irmak, Program Head/Chair

Author:

Pankova, Daria

Title:

The Search For High Energy Tau Neutrinos With The IceCube Neutrino Detector

Graduate Program:

Physics (PHD)

Keywords:

neutrino
tau neutrinos
IceCube
physics
machine learning
CNN

File:

Download DPankova_Dissertation_PSU.pdf

Committee Members:

Nitin Samarth, Program Head/Chair
Douglas Cowen, Chair & Dissertation Advisor
Stephane Coutu, Major Field Member
Derek Fox, Outside Unit & Field Member
Anna Stasto, Major Field Member

Author:

Zientara, Peter

Title:

Design of a Vision Based Assistive System for Visually Impaired Persons

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

FPGA
Visually Impaired
Assistive System
Distributed
Heterogenous
Computer Vision
Grocery
CNN
DCNN

File:

Download peter_z_thesis.pdf

Committee Members:

Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Jack Carroll, Outside Unit & Field Member
Ting He, Major Field Member
John Sampson, Major Field Member & Dissertation Advisor
Chitaranjan Das, Program Head/Chair

Author:

Kumar, Vikas

Title:

Improved Facial Expression Recognition Using Noisy Student Training and Synthetic Data Generation

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Facial expression recognition
student-teacher network
semisupervised learning
multi-level attention
Facial expression recognition student-teacher network
semisupervised learning multi-level attention
facial expression recognition
unsupervised learning
student teacher network
machine learning
deep learning
GAN
CNN

File:

Download Thesis.pdf

Committee Members:

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