Fully Interpretable Gaussian Centralized TSK Fuzzy Classifier From Probabilistic Perspective: Concepts, Output-Stability-Based Learning, and Ensemble
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Fuzzy Systems"
DOI: 10.1109/tfuzz.2025.3600911
Abstract: While a Gaussian centralized Takagi–Sugeno–Kang (TSK) fuzzy system seeks full interpretability, its existing training method may become infeasible. In this study, we investigate the system’s promising modeling performance and full interpretability by revisiting it from… read more here.
Keywords: probabilistic perspective; tsk fuzzy; fully interpretable; gaussian centralized ... See more keywords
Transparent Operator Network: A Fully Interpretable Network Incorporating Learnable Wavelet Operator for Intelligent Fault Diagnosis
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Industrial Informatics"
DOI: 10.1109/tii.2024.3366993
Abstract: The advent of Industry 4.0 has heightened the demand for the interpretability of intelligent diagnostics, especially for high-risk industrial assets. However, the comprehensive interpretation of neural networks remains inadequately explored. To address this challenge and… read more here.
Keywords: operator; interpretable network; operator network; fully interpretable ... See more keywords
Design of fully interpretable neural networks for digital coherent demodulation.
Sign Up to like & getrecommendations! Published in 2022 at "Optics express"
DOI: 10.1364/oe.472406
Abstract: In this paper, we propose a digital coherent demodulation architecture using fully interpretable deep neural networks (NNs). We show that all the conventional coherent digital signal processing (DSP) is deeply unfolded into a well-structured NN… read more here.
Keywords: coherent demodulation; dbp; compensation; fully interpretable ... See more keywords