21. Essays in Applied Machine Learning and Economics Restricted (Penn State Only) Author: Singal, Garima Title: Essays in Applied Machine Learning and Economics Graduate Program: Economics (PHD) Keywords: Machine LearningDeep LearningComputer VisionPollution Estimation File: Login to Download Committee Members: Marc Albert Henry, Professor in Charge/Director of Graduate StudiesMarc Henry, Major Field MemberKeisuke Hirano, Major Field MemberManzhu Yu, Outside Unit & Field MemberMinas Sifakis, Special MemberMichael Gechter, Chair & Dissertation Advisor
22. Towards Sample Efficiency in Deep Learning Open Access Author: Jenkins, Porter Title: Towards Sample Efficiency in Deep Learning Graduate Program: Information Sciences and Technology Keywords: Deep LearningMachine LearningBayesianRepresentation Learning File: Download Final_Defense__Towards_Statistical_Efficiency_in_Deep_Learning.pdf Committee Members: Jessie Li, Dissertation Advisor/Co-AdvisorJessie Li, Committee Chair/Co-ChairSuhang Wang, Committee MemberZihan Zhou, Committee MemberEphraim Mont Hanks, Outside MemberVasant Gajanan Honavar, Program Head/Chair
23. Predicting Driver's Takeover Decisions in a Conditionally Automated Vehicle with Gaze Based Deep Learning Architectures Open Access Author: Gupta, Shantanu Title: Predicting Driver's Takeover Decisions in a Conditionally Automated Vehicle with Gaze Based Deep Learning Architectures Graduate Program: Industrial Engineering (MS) Keywords: Conditionally Automated VehiclesMachine LearningDeep LearningSituational AwarenessTakeover Performance File: Download Shantanu_Masters_Thesis.pdf Committee Members: Yiqi Zhang, Thesis Advisor/Co-AdvisorVittaldas V Prabhu, Committee MemberSteven Landry, Program Head/Chair