1. Computational Advantages in High Dimensions Open Access Author: White, Stephen Title: Computational Advantages in High Dimensions Graduate Program: Mathematics Keywords: ProbabilitySparse RecoveryRestricted Isometry PropertyPhase RetrievalDictionary LearningMetagenomicsInverse ProblemsHigh-dimensional Statistics File: Download StephenWhite_Dissertation_Revised.pdf Committee Members: Pierre-Emmanuel Jabin, Program Head/ChairAnna Mazzucato, Major Field MemberPierre-Emmanuel Jabin, Major Field MemberAlexei Novikov, Chair & Dissertation AdvisorBharath Kumar Sriperumbudur, Outside Unit, Field & Minor Member