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Author:

Cooper, Rachel

Title:

An Enhancer-Based Deep Learning Approach for Studying Viral Regulation

Graduate Program:

Bioinformatics and Genomics

Keywords:

Deep Learning
Bioinformatics
Gene Regulation
Enhancers
Virus
HSV-1

File:

Download RCooper_BGEN_final_masters_thesis.pdf

Committee Members:

Shaun Mahony, Thesis Advisor/Co-Advisor
Moriah Louise Szpara, Committee Member
George H Perry, Program Head/Chair

Author:

Yuan, Lun Pin

Title:

Towards Designing Accurate Detection Methods for Emerging Cyber Threats

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Anomaly Detection
Cybersecurity
Machine Learning
Deep Learning
Cyberthreats
Malware

File:

Download lunpin_dissertation.pdf

Committee Members:

Peng Liu, Co-Chair of Committee
G. Tan, Major Field Member
Sencun Zhu, Chair & Dissertation Advisor
Anna Squicciarini, Outside Unit & Field Member
Guohong Cao, Major Field Member
Chitaranjan Das, Program Head/Chair

Author:

Schuessler, Joseph

Title:

Adversarial Attacks and Defense in Long Short-Term Memory Recurrent Neural Networks

Graduate Program:

Electrical Engineering (MS)

Keywords:

Adversarial Attacks
Data Poisoning
Recurrent Neural Networks
LSTM
Deep Learning
Machine Learning

File:

Download SchuesslerThesis.pdf

Committee Members:

Kultegin Aydin, Program Head/Chair
David Jonathan Miller, Thesis Advisor/Co-Advisor
George Kesidis, Committee Member
Carina Pamela Curto, Committee Member

Author:

Hu, Weiming

Title:

Uncertainty Quantification for Photovoltaic Energy Production Using Analog Ensemble

Graduate Program:

Geography (PHD)

Keywords:

Ensemble Forecast
Photovoltaic
Machine Learning
Deep Learning

File:

Download 2021_PSU_Dissertation_Hu.pdf

Committee Members:

George Young, Outside Unit Member
Guido Cervone, Chair, Minor Member & Dissertation Advisor
Michael Mann, Outside Field Member
Andrew Carleton, Major Field Member
Cynthia Brewer, Program Head/Chair

Author:

Girkar, Vrushali Sanjay

Title:

Laboratory Earthquake Prediction using Deep Learning

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Machine Learning
Deep Learning
Earthquake Prediction
Time-Series Prediction
Supervised Regression Problem
Automatic Feature Extraction

File:

Download Vrushali_Thesis.pdf

Committee Members:

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

Author:

Raval, Ronish Samir

Title:

STATE-OF-THE-ART DEEP LEARNING FOR MULTI-PRODUCT INTERMITTENT TIME SERIES FORECASTING

Graduate Program:

Industrial Engineering (MS)

Keywords:

Time Series
Forecasting
Deep Learning
Statistical Analysis

File:

Download Thesis_MSIE_Ronish_Samir_Raval.pdf

Committee Members:

Robert Voigt, Program Head/Chair
Soundar Kumara, Thesis Advisor/Co-Advisor
Saurabh Basu, Committee Member

Author:

Yao, Huaxiu

Title:

Learning to Learn with Structured Knowledge

Graduate Program:

Information Sciences and Technology

Keywords:

Machine Learning
Data Mining
Deep Learning
Meta-learning
Relation Learning
Few-shot Learning

File:

Download PhD_Dissertation_Huaxiu.pdf

Committee Members:

Zhenhui Li, Dissertation Advisor/Co-Advisor
Zhenhui Li, Committee Chair/Co-Chair
Suhang Wang, Committee Member
Xiang Zhang, Committee Member
Lingzhou Xue, Outside Member
Mary Beth Rosson, Program Head/Chair

Author:

Mirbod, Omeed

Title:

In-field Imaging of Apple Orchards Using Stereo Vision for Improved Fruit Size and Yield Estimation

Graduate Program:

Agricultural and Biological Engineering

Keywords:

Machine Vision
Deep Learning
Precision Agriculture
Apple Fruit Sizing
Computer Vision

File:

Download Omeed_Mirbod_MS_Thesis.pdf

Committee Members:

Daeun Choi, Thesis Advisor/Co-Advisor
Richard P Marini, Committee Member
Long He, Committee Member
Paul Heinz Heinemann, Committee Member
Paul Heinz Heinemann, Program Head/Chair

Author:

Bangalore Narasimha Prasad, Sumukha

Title:

Ultrasound Computed Tomography using Deep Learning

Graduate Program:

Computer Science and Engineering

Keywords:

Ultrasound Computer Tomograpghy
Deep Learning
CRF
Encoder-Decoder
Reconstruction

File:

Download SumkhaPrasad_Master_Thesis.pdf

Committee Members:

Mohamed Khaled Almekkawy, Thesis Advisor/Co-Advisor
William Evan Higgins, Committee Member
Chitaranjan Das, Program Head/Chair

Author:

Dasari, Chandu

Title:

Action classification for videos in sports

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Computer Vision
Sports Analytics
Human Pose Estimation
Open Pose
YoloV5
Machine Learning
Deep Learning

File:

Download Thesis_Chandu_Dasari.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Mahanth Gowda, Thesis Advisor/Co-Advisor
Mahmut Taylan Kandemir, Thesis Advisor/Co-Advisor
Bhuvan Narendra Urgaonkar, Thesis Advisor/Co-Advisor

Author:

Reimer, Tyler

Title:

A UAV IMAGING APPLICATION TO MONITOR BLACK CHERRY FLOWERING AND REGENERATION IN ALLEGHENY NATIONAL FOREST IN PENNSYLVANIA

Graduate Program:

Agricultural and Biological Engineering (MS)

Keywords:

UAV
Drone
Black Cherry
Machine Learning
Computer Vision
Deep Learning
YOLO

File:

Download Tyler_Reimer_Thesis.pdf

Committee Members:

Suat Irmak, Program Head/Chair
Daeun Choi, Thesis Advisor/Co-Advisor
Kelli Hoover, Committee Member
Douglas Alan Miller, Committee Member

Author:

Karanam, Kavya Laalasa

Title:

Story Generation Using Intermediate Plot Representation

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Story Summary Block Generation
Natural Language Processing
Deep Learning
Storyline Planning

File:

Download Karanam_KavyaLaalasa_Thesis_2021.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
C Lee Giles, Thesis Advisor/Co-Advisor
Rui Zhang, Committee Member
Ting-Hao (Kenneth) Huang, Thesis Advisor/Co-Advisor

Author:

Xue, Yuan

Title:

Deep Generative Models for Medical Images and Beyond

Graduate Program:

Information Sciences and Technology

Keywords:

Deep Learning
Computer Vision
Generative Models
Medical Image Analysis

File:

Download Deep_Generative_Models_for_Medical_Images_and_Beyond.pdf

Committee Members:

Sharon Xiaolei Huang, Dissertation Advisor/Co-Advisor
Sharon Xiaolei Huang, Committee Chair/Co-Chair
Zihan Zhou, Committee Member
Ting Wang, Committee Member
Robert Collins, Outside Member
James Duncan, Special Member
Mary Beth Rosson, Program Head/Chair

Author:

Xu, Fangcao

Title:

Multi-Geometry Atmospheric Correction and Target Spectra Retrieval from Hyperspectral Images via Deep Learning

Graduate Program:

Geography (PHD)

Keywords:

hyperspectral image
Longwave Infrared
Visible and Near Infrared
Atmospheric Correctioin
Target Detection
Deep Learning
Convolutional Neural Network

File:

Download Dissertation_FangcaoXu.pdf

Committee Members:

Douglas Miller, Major Field Member
Guido Cervone, Chair, Minor Member & Dissertation Advisor
Andrew Carleton, Major Field Member
Christelle Wauthier, Outside Unit & Field Member
Brian King, Program Head/Chair

Author:

Almadih, Mustafa

Title:

Acoustic Analysis and Detection of the Effects of Vapor-Liquid Interfacial Morphology on Pool-Boiling Heat Transfer for Different Materials

Graduate Program:

Mechanical Engineering (PHD)

Keywords:

Pool Boiling
Acoustic Analysis
Digital Signal Processing Tools
Boiling Regimes Identification
Deep Learning

File:

Download Mustafa_almadih-Dissertation.pdf

Committee Members:

Minghui Zhu, Outside Unit & Field Member
Fan-Bill Cheung, Chair & Dissertation Advisor
Stephen M. Bajorek, Special Member
Christopher Rahn, Major Field Member
Daniel Cortes Correales, Major Field Member
Daniel Connell Haworth, Program Head/Chair

Author:

Li, Xuelu

Title:

Regularized Learning for Discriminative Problems in Image Recognition

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Histopathological Image Classification
Fine-grained Image Classification
3-D Vessel Segmentation
Sparse Representation based Classification
Deep Learning
Shared Feature Learning

File:

Download xuelu_thesis.pdf

Committee Members:

Puneet Singla, Outside Unit & Field Member
William Higgins, Major Field Member
Vishal Monga, Chair & Dissertation Advisor
Kultegin Aydin, Program Head/Chair
Jing Yang, Major Field Member

Author:

Rao, Aniruddha Rajendra

Title:

Statistical Methods for Non-Linear Modeling in Functional Data

Graduate Program:

Statistics (PHD)

Keywords:

Functional Data
Neural Network
Deep Learning
Non-Linear Modeling
Imputation

File:

Download Defense_Document_Aniruddha.pdf

Committee Members:

Lin Lin, Major Field Member
Suhang Wang, Outside Unit & Field Member
Jia Li, Major Field Member
Matthew Reimherr, Chair & Dissertation Advisor
Ephraim Hanks, Program Head/Chair

Author:

Saab, Samer

Title:

Investigation of Deep Neural Networks From Control and Optimization Perspectives

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Deep Learning
Neural Networks
Optimization
Control Theory
First-order Gradient Descent
Heavy-ball Optimizer
Recurrent Neural Networks
State-space Representations

File:

Download SamerSaabJr_Dissertation.pdf

Committee Members:

Minghui Zhu, Co-Chair & Dissertation Advisor
Shashi Phoha, Co-Chair of Committee
Puneet Singla, Outside Unit & Field Member
Nilanjan Ray Chaudhuri, Major Field Member
Asok Ray, Major Field Member & Dissertation Advisor
Kultegin Aydin, Program Head/Chair