1. Modeling and Simulation of Renewable Energy Sources Using Machine Learning Techniques Open Access Author: Borochok, Anastasia Title: Modeling and Simulation of Renewable Energy Sources Using Machine Learning Techniques Area of Honors: Electrical Engineering Keywords: photovoltaicmachine learningnext generation reservoir computingrenewable energyartificial intelligenceenergyreservoir computingalgorithmspythoncoding File: Download Borochok_Anastasia_Thesis_Final.pdf Thesis Supervisors: Yan Li, Thesis SupervisorJulio Urbina, Thesis Honors Advisor
2. FairLay-ML: Intuitive Remedies for Unfairness in Data-Driven Social-Critical Algorithms Open Access Author: Yu, Normen Title: FairLay-ML: Intuitive Remedies for Unfairness in Data-Driven Social-Critical Algorithms Area of Honors: Computer Science Keywords: machine learningfairness in AIhuman machine interface File: Download Thesis-final.pdf Thesis Supervisors: G. Gary Tan, Thesis SupervisorDanfeng Zhang, Thesis Honors Advisor
3. Predicting 30-Day ICU Readmission Rates Using Machine Learning on Electronic Health Records Open Access Author: Farooq, Sarah Title: Predicting 30-Day ICU Readmission Rates Using Machine Learning on Electronic Health Records Area of Honors: Data Sciences Keywords: machine learningclassificationEHRdataelectronic health recordshospitalICUreadmissionclass imbalancemissing valuesimputationrebalancinghospital readmissionpatientmedical dataXG BoostMICE data imputationhealthhealth caremodelsupervised learningmodel performance File: Download SarahFarooq_Honors_Thesis.pdf Thesis Supervisors: Fenglong Ma, Thesis SupervisorJohn Yen, Thesis Honors Advisor
4. Enhancing Video Streaming Performance on Mobile Devices with Super Resolution Restricted (Penn State Only) Author: Gao, Allen Title: Enhancing Video Streaming Performance on Mobile Devices with Super Resolution Area of Honors: Computer Science Keywords: machine learningmobile computationvideo streamingsuper resolution File: Login to Download Thesis Supervisors: Guohong Cao, Thesis SupervisorDanfeng Zhang, Thesis Honors Advisor
5. A-ManPG for sparse PCA via penalized matrix approximation Restricted (Penn State Only) Author: Huang, Justin Title: A-ManPG for sparse PCA via penalized matrix approximation Area of Honors: Statistics Keywords: machine learningpcaunsupervised learningoptimizationsparse pca File: Login to Download Thesis Supervisors: Lingzhou Xue, Thesis SupervisorMatthew D Beckman, Thesis Honors Advisor