1. Mixture Model Learning with Instance-level Constraints Open Access Author: Zhao, Qi Title: Mixture Model Learning with Instance-level Constraints Graduate Program: Electrical Engineering Keywords: semi-supervised learning with instance-level constmixture modeling with constraintsconstrained clusteringimage segmentation with background information File: Download mythesis.pdf Committee Members: David Jonathan Miller, Committee Chair/Co-ChairConstantino Manuel Lagoa, Committee MemberGeorge Kesidis, Committee MemberJia Li, Committee Member