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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