Fuzzy unified Support Vector Machine for brain-computer interface

Le Minh Trung, Duong Phuong, Nguyen Minh, Pham Thien, Dinh Mi

Tóm tắt


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.


Từ khóa


Support Vector Machine, Support Vector Data Description, Kernel Method, Fuzzy Classifier, Brain-Computer Interface

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DOI: https://doi.org/10.54607/hcmue.js.0.53.228(2013)

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