Fuzzy unified Support Vector Machine for brain-computer interface

Abstract

Support Vector Machine (SVM) and Support Vector Data Description (SVDD) are two well-known kernel-based methods for classification problems. In this paper, we introduce Fuzzy Unified Support Vector Machine (FUSVM) which is a fuzzy model, and unites SVM and SVDD. The experiment on the data set III of BCI competition II shows performance of the proposed method.