An incremental construction of deep neuro fuzzy system for continual learning of nonstationary data streams

• Main Authors: Pratama, Mahardhika, Pedrycz, Witold, Webb, Geoffrey I.
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2022
• Subjects: Engineering::Computer science and engineering; Fuzzy Neural Networks; Merging
• Online Access: https://hdl.handle.net/10356/161032
• Institution: Nanyang Technological University

Existing fuzzy neural networks (FNNs) are mostly developed under a shallow network configuration having lower generalization power than those of deep structures. This article proposes a novel self-organizing deep FNN, namely deep evolving fuzzy neural network (DEVFNN). Fuzzy rules can be automatical...