An improved discriminative filter bank selection approach for motor imagery EEG signal classification using mutual information

Table 9 Cohen’s kappa coefficient for different methods using dataset 3. The largest value for each subject is highlighted in bold

Subject	CSP	CSSP	FBCSP	DFBCSP (FR)	DFBCSP (MI)	SFBCSP	SBLFB	Proposed
B0103T	0.526	0.494	0.620	0.535	0.593	0.470	0.565	0.615
B0203T	0.180	0.141	0.088	0.185	0.113	0.145	0.185	0.168
B0303T	0.008	0.031	0.018	0.010	0.073	0.100	0.014	0.120
B0403T	0.988	0.988	0.965	0.985	0.988	0.993	0.983	0.988
B0503T	0.669	0.115	0.430	0.500	0.578	0.499	0.840	0.810
B0603T	0.576	0.524	0.513	0.583	0.605	0.598	0.590	0.640
B0703T	0.718	0.724	0.690	0.758	0.805	0.755	0.850	0.778
B0803T	0.766	0.710	0.623	0.778	0.743	0.753	0.778	0.790
B0903T	0.655	0.655	0.583	0.555	0.675	0.500	0.613	0.675
Average	0.565	0.487	0.503	0.543	0.574	0.535	0.602	0.620

ISSN: 1471-2105