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Table 7 Blind evaluation of the baselines on the two control groups

From: Semi-supervised learning for detecting human trafficking

Learner AUC
\({\mathcal {F}}_1\) \({\mathcal {F}}_2\) \(\{{\mathcal {F}}_1, {\mathcal {F}}_2\}\)
Laplacian SVM 0.9 0.92 0.93
LabelSpreading (RBF) 0.75 0.85 0.87
LabelSpreading (KNN) 0.7 0.82 0.79
Co-training (SVM) 0.8 0.9 0.91
SVM 0.8 0.65 0.69
KNN 0.74 0.62 0.77
Gaussian NB 0.77 0.51 0.52
Logistic regression 0.76 0.62 0.75
AdaBoost 0.77 0.74 0.74
Random forest 0.8 0.8 0.8
  1. The best performance is in italic