Abstract: A new kernel learning method called Kernel Nearest Neighbor Convex hull （KNNCH） algorithm is used for wavelet features based face recognition. Inspired by the intuitive geometric interpretation of SVM based on convex hulls, KNNCH maps the data in the orig

Key words: Kernel learning, Kernel nearest neighbor convex hull, Wavelet transform, Pattern recognition, Face recognition