Browsing Mathematics (Faculty of) by Subject "Dimensionality reduction"
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Nonlinear Dimensionality Reduction with Side Information
(University of Waterloo, 2006)In this thesis, I look at three problems with important applications in data processing. Incorporating side information, provided by the user or derived from data, is a main theme of each of these problems. <br /><br ... -
Robustness in Dimensionality Reduction
(University of Waterloo, 2016-04-14)Dimensionality reduction is widely used in many statistical applications, such as image analysis, microarray analysis, or text mining. This thesis focuses on three problems that relate to the robustness in dimension ...