International Journal of Computer Applications
SVM (Support Vector Machines) based design method binary hierarchical classifier is more efficient in computation for multi-class classification problems like face recognition. Recursive SVM (RSVM) for dimensionality reduction method is another idea for face recognition problems. On-line Independent SVM (OISVM) solve optimization problem by an incremental algorithm with less time and less space and gives better accuracy than standard SVM solution. Pruning SVM method can be used for incremental online training. Fast Nearest Neighbor Condensation classifier (FCNN-SVM) works faster on very large and multidimensional datasets.