doi: 10.4304/jsw.6.5.880-886
Classification of Bio-potential Surface Electrode based on FKCM and SVM
2Key Laboratory for Advanced Textile Composite of Ministry of Education, Tianjin Polytechnic University, Tianjin, China
3Institute of Textiles and Clothing, Hong Kong Polytechnic University, Hong Kong, China
Abstract—In this paper, a method which is used for evaluating the performance of bio-potential surface electrode (BSE) with multi-index is presented. The Fuzzy kernel C-means (FKCM) algorithm and KF statistic are employed for classifying the BSE samples and searching an optimal classification amount respectively. Subsequently, a discriminant function is constructed by support vector machines (SVM) for recognizing the new measured samples. Experimental result shows classification correction ratios of improved FKCM algorithm are 96.3% and 85% on the IRIS and BSE dataset according a priori knowledge, furthermore, the recognition correction ratios of SVM algorithm are 96.3% and 90% on the IRIS and BSE dataset.
Index Terms—FKCM, SVM, classification, recognition, biopotential surface electrode
Cite: Hao Liu, Xiaoming Tao, Pengjun Xu, Guanxiong Qiu, "Classification of Bio-potential Surface Electrode based on FKCM and SVM," Journal of Software vol. 6, no. 5, pp. 880-886, 2011.
General Information
ISSN: 1796-217X (Online)
Abbreviated Title: J. Softw.
Frequency: Quarterly
APC: 500USD
DOI: 10.17706/JSW
Editor-in-Chief: Prof. Antanas Verikas
Executive Editor: Ms. Cecilia Xie
Abstracting/ Indexing: DBLP, EBSCO,
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