A layer-wise theoretical framework for deep learning of convolutional neural networks

• Main Authors: Nguyen, Huu-Thiet, Li, Sitan, Cheah, Chien Chern
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2022
• Subjects: Engineering::Electrical and electronic engineering; Deep learning; Trust in AI; Robot Learning; Robot Vision
• Online Access: https://hdl.handle.net/10356/155225
• Institution: Nanyang Technological University

As research attention in deep learning has been focusing on pushing empirical results to a higher peak, remarkable progress has been made in the performance race of machine learning applications in the past years. Yet deep learning based on artificial neural networks still remains difficult to under...