... Component Analysis (S-KPCA) into the hidden layer of ELM to improve generalization and computational efficiency. Design/methodology/approach We propose a hybrid framework, termed Fast and Scalable Kernel Principal Component Analysis-Hidden-nodes-based Extreme Learning Machine (FS-KPCA-H-ELM), which...