Fig. 1.

Classified machine learning approaches into supervised and unsupervised learnings into respective categories. Here, MLR: multiple linear regression; PLS: partial least squares; DT: decision trees; RF: random forest, KNN: K-nearest neighbours, MLP: multilayer perceptron; SVM: support vector machines; SOM: self-organizing maps; PCA: principal component analysis