Table 3.

Cross-validation results for classification investigation (1).

Classifier	Overall performance, %	Baseline state accuracy, %	Social anxiety state accuracy, %
Radial Support Vector Machine	99.48	99.40	99.52
K-Nearest Neighbours	99.08	99.12	99.05
Decision Tree	97.54	99.04	96.59
Random Forest	97.96	99.38	97.13