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. 2020 Aug 24;20(17):4775. doi: 10.3390/s20174775

Table 2.

The average classification accuracy (mean and standard deviation) for each subject for six hand gestures; the classifier is the cubic SVM.

Conditions Skin Prepared Gauze Isolation
Features EMG FMG EMG + FMG EMG FMG EMG + FMG
Subject A mean 0.9572 0.9915 0.9872 0.9010 0.9937 0.9973
std 0.0140 0.0052 0.0072 0.0206 0.0075 0.0037
Subject B mean 0.9399 0.9850 0.9926 0.8728 0.9955 0.9987
std 0.0141 0.0069 0.0060 0.0198 0.0047 0.0024
Subject C mean 0.9573 0.9423 0.9959 0.8427 0.9902 0.9915
std 0.0127 0.0331 0.0046 0.0307 0.0084 0.0073
Subject D mean 0.9912 0.9863 0.9948 0.9343 0.9803 0.9946
std 0.0047 0.0087 0.0052 0.0173 0.0092 0.0058
Subject E mean 0.9811 0.9689 0.9938 0.9815 0.9911 0.9973
std 0.0089 0.0131 0.0061 0.0076 0.0072 0.0031
Subject F mean 0.8919 0.9872 0.9861 0.9797 0.9754 0.9895
std 0.0306 0.0081 0.0080 0.0092 0.0141 0.0071
Subject G mean 0.9657 0.9808 0.9934 0.8724 0.9809 0.9879
std 0.0146 0.0106 0.0050 0.0253 0.0092 0.0078
Subject H mean 0.9568 0.9491 0.9821 0.8880 0.9934 0.9967
std 0.0107 0.0144 0.0079 0.0195 0.0057 0.0042