On the origins of randomization-based feedforward neural networks

• Main Authors: Suganthan, Ponnuthurai Nagaratnam, Katuwal, Rakesh
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2022
• Subjects: Engineering::Electrical and electronic engineering; Non-Iterative Training; Closed-Form Solution
• Online Access: https://hdl.handle.net/10356/160252
• Institution: Nanyang Technological University

This letter identifies original independent works in the domain of randomization-based feedforward neural networks. In the most common approach, only the output layer weights require training while the hidden layer weights and biases are randomly assigned and kept fixed. The output layer weights are...