PARTIAL LEAST SQUARES ON GRAPHICAL ... - Semantic Scholar

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Partial least squares (PLS) methods have recently been used for many pattern recognition problems in computer vision. Here, PLS is primarily used as a ...
PARTIAL LEAST SQUARES ON GRAPHICAL PROCESSOR FOR EFFICIENT PATTERN RECOGNITION Balaji Vasan Srinivasan, William Robson Schwartz, Ramani Duraiswami, Larry Davis Department of Computer Science, University of Maryland, College Park, MD, USA. [balajiv,schwartz,ramani,lsd]@umiacs.umd.edu

Index Terms— partial least squares, supervised dimensionality reduction, graphical processors, human detection, face recognition

the number of samples N is much less than the number of features d, (N