Fig. 4: Heat maps of the area under the receiver operating characteristic curve from various machine-learning models for predicting the FOG conversion.

A PPMI database and B FJMUUH-PD database. AUC values are presented as the median. ROSE random oversampling example, SMOTE synthetic minority oversampling technique, SVM support vector machine.