Multilayer Evolving Fuzzy Neural Networks with Self-Adaptive Dimensionality Compression for High-Dimensional Data Classification

X Gu, Q Ni, Q Shen - IEEE Transactions on Fuzzy Systems, 2024 - ieeexplore.ieee.org
High-dimensional data classification is widely considered as a challenging task in machine
learning due to the so-called “curse of dimensionality.” In this article, a novel multilayer …

A Dynamic Evolving Fuzzy System for Streaming Data Prediction

Z Mei, T Zhao, X Gu - IEEE Transactions on Fuzzy Systems, 2024 - ieeexplore.ieee.org
This paper proposes a dynamic evolving fuzzy system (DEFS) for streaming data prediction.
DEFS utilises the enhanced data potential and prediction errors of individual local models …