1. Differentially Private Convex Optimization For Empirical Risk Minimization And High-dimensional Regression Open Access Author: Guha Thakurta, Abhradeep Title: Differentially Private Convex Optimization For Empirical Risk Minimization And High-dimensional Regression Graduate Program: Computer Science and Engineering Keywords: Data PrivacyDifferential PrivacyMachine LearningHigh-dimensional StatisticsSparse Regression File: Download AbhradeepThakurta-Dissertation.pdf Committee Members: Adam Davison Smith, Dissertation Advisor/Co-AdvisorAdam Davison Smith, Committee Chair/Co-ChairDaniel Kifer, Committee MemberAleksandra B Slavkovic, Committee MemberSofya Raskhodnikova, Committee Member