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. Author manuscript; available in PMC: 2022 Jun 12.
Published in final edited form as: ACS Biomater Sci Eng. 2021 Jun 21;7(7):3043–3052. doi: 10.1021/acsbiomaterials.1c00418

Table 2. Classification of WTC-11 and TS cells.

Results of algorithms with the best performance.

TPR WTC-11 (%) TPR TS (%) Accuracy (%) F1 score (%) MCC (%)
Decision trees 93 91 92 91 85
Quadratic discriminant analysis 98 84 92 90 84
SVM with cubic kernel, C = 0.22859 94 87 91 90 83
k-NN with Mahalanobis metric and squared inverse weighting, k = 3 94 87 91 89 82
SVM with quadratic kernel, C = 998 92 87 90 88 80
k-NN with Mahalanobis metric and equal weighting, k = 1 91 87 89 88 79
k-NN with Mahalanobis metric and inverse weighting, k = 5 90 88 89 88 79
Naïve Bayes with box kernel 88 81 85 83 72