Representation learning with efficient extreme learning machine auto-encoders

• Main Author: Zhang, Guanghao
• Other Authors: Huang Guangbin
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2021
• Subjects: Engineering::Electrical and electronic engineering; Engineering::Computer science and engineering::Computer applications
• Online Access: https://hdl.handle.net/10356/146297
• Institution: Nanyang Technological University

Extreme Learning Machine (ELM) is a ‘specialized’ Single Layer Feedforward Neural network (SLFN). The traditional SLFN is trained by Back-Propagation (BP), which has the problem of local minimum and slow learning speed. In contrast to that, hidden weights of ELM are randomly generated without any u...