Hyperparameter Tuning of Machine Learning Algorithms Using Response Surface Methodology: A Case Study of ANN, SVM, and DBN

Figure 2

Diagram of (a) SVM with nonlinear hyperplane; (b) SVM with linear hyperplane (source: Alisneaky, 2011).