Recurrent Kernel Extreme Reservoir Machine for Time Series Prediction

• Main Authors: Liu, Zongying, Loo, Chu Kiong, Masuyama, Naoki, Pasupa, Kitsuchart
• Format: Article
• Published: Institute of Electrical and Electronics Engineers 2018
• Subjects: QA75 Electronic computers. Computer science
• Online Access: http://eprints.um.edu.my/21416/; https://doi.org/10.1109/ACCESS.2018.2823336

This paper proposes a novel recurrent multi-step-ahead prediction model called recurrent kernel extreme reservoir machine (RKERM) with quantum particle swarm optimization (QPSO). This model combines the strengths of recurrent kernel extreme learning machine (RKELM) and modified reservoir computing t...