Random vector functional link network based shallow and deep learning

• Main Author: Shi, Qiushi
• Other Authors: Ponnuthurai Nagaratnam Suganthan
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Electrical and electronic engineering::Computer hardware, software and systems
• Online Access: https://hdl.handle.net/10356/171612
• Institution: Nanyang Technological University

Deep learning has been extremely successful in recent years. However, it should be noted that neural networks utilizing back-propagation for parameter training are subject to a time-intensive drawback. Also, these neural networks may fall into local minima and give sub-optimal results. At the same t...