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. 2017 Aug 5;17(8):1808. doi: 10.3390/s17081808

Table 4.

Accuracy, precision, recall, and F1 score as percentages when task time, path length of both the instrument and the arthroscope, and maximum bending force of the instrument are used as inputs to the classifiers.

Task Classifier Accuracy Precision Recall F1 score
1 SVM 66.67 25.00 25.00 25.00
KNN 61.11 0.00 0.00 0.00
NN 83.33 66.67 50.00 57.14
LDA 88.89 75.00 75.00 75.00
2 SVM 80.00 66.67 40.00 50.00
KNN 75.00 50.00 20.00 28.57
NN 95.00 100.00 80.00 88.89
LDA 80.00 100.00 20.00 33.33
3 SVM 81.25 60.00 75.00 66.67
KNN 87.50 75.00 75.00 75.00
NN 93.75 100.00 75.00 85.71
LDA 87.50 100.00 50.00 66.67