1. SPEECH SILENT/UNVOICED/VOICED CLASSIFICATION WITH HIDDEN MARKOV MODELS Open Access Author: Lee, Peng Title: SPEECH SILENT/UNVOICED/VOICED CLASSIFICATION WITH HIDDEN MARKOV MODELS Graduate Program: Electrical Engineering Keywords: silent/unvoiced/voiced speech classificationFisher linear discriminantGaussian mixture modelhidden Markov modelspeech processing File: Download submit.pdf Committee Members: Robert M Nickel, Thesis Advisor/Co-Advisor
2. Semisupervised Active Learning and Group Anomaly Detection with Unknown or Label-Scarce Categories Open Access Author: Qiu, Zhicong Title: Semisupervised Active Learning and Group Anomaly Detection with Unknown or Label-Scarce Categories Graduate Program: Electrical Engineering Keywords: Active learning (AL)cross entropyinductive biaslogistic regressionp-valuerare classesregularizationsemisupervised learning (SL).Active learningcross entropyinductive biaslogistic regressionp-valuerare classesregularizationsemi-supervised learninggroup anomaly detectionnetwork intrusion detectionGaussian mixture modelBonferroni approximation File: Download Comp.pdf Committee Members: David Jonathan Miller, Dissertation Advisor/Co-AdvisorDavid Jonathan Miller, Committee Chair/Co-ChairJohn F Doherty, Committee MemberGeorge Kesidis, Committee MemberSencun Zhu, Outside Member
3. Visual Analytics Through Gaussian Mixture Models with Subspace Constrained Component Means Open Access Author: Qiao, Mu Title: Visual Analytics Through Gaussian Mixture Models with Subspace Constrained Component Means Graduate Program: Statistics Keywords: visualizationhigh dimensionalitydimension reductionsubspaceGaussian mixture model File: Download Mu_Qiao_thesis.pdf Committee Members: Jia Li, Thesis Advisor/Co-AdvisorJia Li, Thesis Advisor/Co-Advisor