Honggui Han

Self-Organizing Interval Type-2 Fuzzy Neural Network With Adaptive Discriminative Strategy

2022 · IEEE Transactions on Fuzzy Systems

Covariate shift is a critical issue of interval type-2 fuzzy neural networks (IT2FNNs) due to the distribution discrepancy between training and testing samples. In this situation, IT2FNNs usually struggle to identify potential features from samples …

A Hierarchical Filter Transfer Learning Algorithm for Heterogeneous Domains

2023

A main goal of heterogeneous transfer learning algorithms is to solve the domain adaptation problem of different feature spaces. However, some existing heterogeneous transfer learning methods usually only extract common features from the source domain …

DRE-xLSTM: Distributed Reversible Embedding Extended Long Short-Term Memory (xLSTM) for Complex Industrial Data Imputation

2024

The large amount of sensor data poses a challenge for imputation in complex industrial processes. The prominent method of xLSTM can achieve highly accurate data imputation in time series, however, xLSTM is incapable of distributed …