Browsing University of Waterloo by Subject "Dimensionality reduction"
Now showing items 1-3 of 3
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Neural networks for dimensionality reduction of fluorescence spectra and prediction of drinking water disinfection by-products
(Elsevier, 2018-06-01)The use of fluorescence data coupled with neural networks for improved predictability of drinking water disinfection by-products (DBPs) was investigated. Novel application of autoencoders to process high-dimensional ... -
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 ...