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1. AI in Education: Effective Machine Learning Methods To Improve Data Scarcity and Knowledge Generalization

open_access
Open Access
Author:
Shen, Jia Tracy
Title:
AI in Education: Effective Machine Learning Methods To Improve Data Scarcity and Knowledge Generalization
Graduate Program:
Information Sciences and Technology (PHD)
Keywords:
AI
machine learning
education
BERT
nlp
Deep Generative models
time series
model generalization
transfer learning
knowledge generalization
transformer
LSTM
File:
Download AIinED_Dissertation_final_submission.pdf
Committee Members:
Dongwon Lee, Chair & Dissertation Advisor
C Lee Giles, Major Field Member
Amulya Yadav, Major Field Member
Rebecca Passonneau, Outside Unit & Field Member
Jeffrey Bardzell, Program Head/Chair

2. A Vision Towards Developing a Spatially And Temporally Robust Data-Driven Modeling Framework To Predict Continuous Stream Nitrate Concentration At Data-Scarce Locations

restricted_to_institution
Restricted (Penn State Only)
Author:
Saha, Gourab
Title:
A Vision Towards Developing a Spatially And Temporally Robust Data-Driven Modeling Framework To Predict Continuous Stream Nitrate Concentration At Data-Scarce Locations
Graduate Program:
Agricultural and Biological Engineering (PHD)
Keywords:
LSTM
stream nitrate modeling
deep learning
machine learning
water quality
c-Q relationship
File:
Login to Download
Committee Members:
Suat Irmak, Program Head/Chair
Long He, Major Field Member
Cibin Raj, Chair & Dissertation Advisor
Chaopeng Shen, Outside Field Member
Jonathan Duncan, Outside Unit & Field Member