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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 7.

Percentage accuracy (%) of the machine learning algorithms with 10-fold validation applied for classification assessment with maximum diameter (Dmax) alone.

# of Folds Decision Tree Naïve-Bayes kNN SVM
1 70.0 70.0 55.0 65.0
2 75.0 80.0 80.0 80.0
3 65.0 70.0 70.0 70.0
4 52.6 52.6 47.4 42.1
5 73.7 73.7 57.9 73.7
6 78.9 73.7 78.9 73.7
7 78.9 73.7 68.4 84.2
8 78.9 73.7 68.4 68.4
9 47.4 52.6 68.4 52.6
10 68.4 68.4 73.7 68.4

Average 68.9 68.8 66.8 67.8