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. Author manuscript; available in PMC: 2014 Mar 1.
Published in final edited form as: Ann Biomed Eng. 2012 Nov 22;41(3):562–576. doi: 10.1007/s10439-012-0691-4

Table 6.

Percentage accuracy (%) of the machine learning algorithms with 10-fold validation applied for classification assessment with 10 surface curvature indices.

# of Folds Decision Tree Naïve-Bayes kNN SVM
1 90.0 90.0 95.0 90.0
2 95.0 85.0 85.0 90.0
3 80.0 80.0 75.0 80.0
4 57.9 63.2 63.2 68.4
5 84.2 78.9 89.5 89.5
6 94.7 89.5 94.7 94.7
7 89.5 78.9 100.0 89.5
8 73.7 82.8 78.9 78.9
9 100.0 89.5 89.5 84.2
10 68.4 63.2 84.2 68.4

Average 83.3 80.1 85.5 83.4