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Relationships Between Support Vector Classifiers and Generalized Linear Discriminant Analysis on Support Vectors
(Georgia Institute of Technology, 2006)
The linear discriminant analysis based on the generalized singular value decomposition (LDA/GSVD) has been introduced to circumvent the nonsingularity restriction inherent in the classical LDA. The LDA/GSVD provides a ...
Fast Linear Discriminant Analysis using QR Decomposition and Regularization
(Georgia Institute of Technology, 2007-03-23)
Linear Discriminant Analysis (LDA) is among the most optimal dimension reduction methods for classification, which provides a high degree of class separability for numerous applications from science and engineering. ...