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

• المؤلفون الرئيسيون: Pratama, Mahardhika, Pedrycz, Witold, Webb, Geoffrey I.
• مؤلفون آخرون: School of Computer Science and Engineering
• التنسيق: مقال
• اللغة: English
• منشور في: 2022
• الموضوعات: Engineering::Computer science and engineering; Fuzzy Neural Networks; Merging
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/161032
• المؤسسة: 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...