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. 2016 Apr 28;16(5):605. doi: 10.3390/s16050605

Table 8.

Training, validation and test set accuracies (User Specific, PCA and velocity removal).

Test Case Classifier Partition Left Hand Accuracy (%) Right Hand Accuracy (%) Combined Dataset Accuracy (%)
P1 SVM Training 99.67 100 99.82
Validation 98.26 100 100
Test 100 100 100
ANN Training 99.67 99.63 99.82
Validation 99.13 100 100
Test 100 100 100
P7 SVM Training 99.73 100 99.82
Validation 99.75 90 86.79
Test 100 100 100
ANN Training 99.45 100 99.86
Validation 100 100 91.04
Test 100 100 100
P11 SVM Training 99.74 100 99.86
Validation 89.01 88.61 88.82
Test 100 88.89 100
ANN Training 99.74 100 99.86
Validation 89.01 96.2 90
Test 98.33 100 99.12