A Meta-cognitive Recurrent Fuzzy Inference System with Memory Neurons (McRFIS-MN) and its fast learning algorithm for time series forecasting

• Main Authors: Samanta, Subhrajit, Ghosh, Shubhangi, Sundaram, Suresh
• Other Authors: Interdisciplinary Graduate School (IGS)
• Format: Conference or Workshop Item
• Language: English
• Published: 2020
• Subjects: Engineering::Computer science and engineering; Recurrent Neural Fuzzy Network; Time Series Analysis
• Online Access: https://hdl.handle.net/10356/144532
• Institution: Nanyang Technological University

In this paper, a Meta-cognitive Recurrent Fuzzy Inference System is proposed where recurrence is brought using Memory type Neurons (McRFIS-MN) to retain the effect of all past instances, while the meta-cognition component is employed to control the learning process, by deciding what-to-learn, when-t...