A Truly Online Learning Algorithm using Hybrid Fuzzy ARTMAP and Online Extreme Learning Machine for Pattern Classification

• Main Authors: Wong, S.Y., Yap, K.S., Yap, H.J., Tan, S.C.
• Format: Article
• Published: Kluwer (now part of Springer) 2015
• Subjects: Q Science (General); T Technology (General); TJ Mechanical engineering and machinery; TK Electrical engineering. Electronics Nuclear engineering
• Online Access: http://eprints.um.edu.my/19440/; http://dx.doi.org/10.1007/s11063-014-9374-5
• Institution: Universiti Malaya

This paper presents a Hybrid Fuzzy ARTMAP (FAM) and Online Extreme learning machine (OELM), hereafter denoted as FAM-OELM, which enables online learning to start from the first trained data samples without having to set up an initialization phase which requires a chunk of data samples to be ready pr...