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. 2024 Feb 14;10(4):e26192. doi: 10.1016/j.heliyon.2024.e26192

Table 5.

Hybrid (Haralick + Autoencoder) features based performance detection and utilizing robust machine learning techniques.

Methods Sensitivity Specificity PPV NPV Accuracy FPR AUC
Naïve Bayes 0.9556 0.8567 0.9134 0.9242 0.9173 0.14330 0.9276
Decision Tree 0.9929 0.9888 0.9929 0.9888 0.9913 0.01124 0.9276
SVM Polynomial 1 0.9972 0.9982 1 0.9989 0.002809 1
SVM RBF 1 1 1 1 1 0 1
SVM Gaussian 1 1 1 1 1 0 1