1. Statistical Modeling of Image Semantics from Imperfectly Labeled Data Sets Open Access Author: Sawant, Neela Kamlakar Title: Statistical Modeling of Image Semantics from Imperfectly Labeled Data Sets Graduate Program: Information Sciences and Technology Keywords: statistical modelingimage annotationARTEMISinstance-weightingmixture modelstransfer learningdomain adaptation File: Download NeelaSawant-Dissertation.pdf Committee Members: James Z Wang, Dissertation Advisor/Co-AdvisorJia Li, Dissertation Advisor/Co-AdvisorJohn Millar Carroll, Committee MemberC Lee Giles, Committee MemberReka Z Albert, Committee Member