1. Model Agnostic Regularization via Data Augmentation and Explainable Ensembles Open Access Author: Pisztora, Vincent Title: Model Agnostic Regularization via Data Augmentation and Explainable Ensembles Graduate Program: Statistics Keywords: Machine LearningDeep LearningData AugmentationSemi-Supervised LearningExplainabilityInterpretabilityXAI File: Download Dissertation_Pisztora_PSU.pdf Committee Members: David Hunter, Major Field MemberSharon Huang, Outside Field MemberDaniel Kifer, Outside Unit & Field MemberJia Li, Chair & Dissertation AdvisorFrancesca Chiaromonte, Major Field MemberRunze Li, Professor in Charge/Director of Graduate Studies