Mental Health Prediction Using Machine Learning: Taxonomy, Applications, and Challenges

Table 3

Summary of mean F1-score for audio features.

Algorithms	Mean F1-score
Gaussian process classification	0.48
Logistic regression	0.48
Neural networks	0.42
Random forest	0.44
Support vector machine	0.40
XGBoost	0.50
K-nearest neighbours	0.49