[HTML][HTML] Fuzzy inference system with interpretable fuzzy rules: Advancing explainable artificial intelligence for disease diagnosis—A comprehensive review

J Cao, T Zhou, S Zhi, S Lam, G Ren, Y Zhang… - Information …, 2024 - Elsevier
Interpretable artificial intelligence (AI), also known as explainable AI, is indispensable in
establishing trustable AI for bench-to-bedside translation, with substantial implications for …

[HTML][HTML] A Survey on Type-3 Fuzzy Logic Systems and Their Control Applications

O Castillo, F Valdez, P Melin, W Ding - IEEE/CAA Journal of Automatica …, 2024 - ieee-jas.net
In this paper, we offer a review o. lpe-3 fuzzy logic systems and their applications in control.
The main objective of this work is to observe and analyze in detail the applications in the …

Secure event-triggered control for IT-2 fuzzy networked systems with stochastic communication protocol and FDI attacks

J Liu, J Ke, J Liu, X Xie, E Tian - IEEE Transactions on Fuzzy …, 2023 - ieeexplore.ieee.org
This article is concerned with the secure event-triggered (ET) control issue for interval type-2
(IT-2) fuzzy networked systems under stochastic communication (SC) protocol and random …

Construction of universal approximators for multi-input single-output hierarchical fuzzy systems

C Sun, H Li - IEEE Transactions on Fuzzy Systems, 2023 - ieeexplore.ieee.org
As an important branch of fuzzy systems, a hierarchical fuzzy system (HFS) has a wide
range of applications in system science, medical science, and engineering. Using the …

Adaptive Interval Type-2 Fuzzy Neural Network-Based Novel Fixed-Time Backstepping Control for Uncertain Euler-Lagrange Systems

Z Liu, C Wu, X Shen, W Yao, J Liu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
In this article, a novel adaptive fixed-time fuzzy control algorithm is designed for uncertain
Euler–Lagrange (EL) systems with actuator control input saturation. In contrast to existing …

Doubly interpretable fuzzy apriori classifier by successive stacking and one-step wide calculation

R Xie, CM Vong, S Wang - IEEE Transactions on Fuzzy …, 2023 - ieeexplore.ieee.org
Except for linguistic interpretability and uncertainty-handling ability, fuzzy Apriori method
(FAM) is being hurdled by both very expensive computational burdens and low …

Optimal granularity of machine learning models: A perspective of granular computing

W Pedrycz, X Wang - IEEE Transactions on Fuzzy Systems, 2023 - ieeexplore.ieee.org
Designing machine learning models followed by their deployment in a real-world
environment has been an area of recent pursuits, resulting in a large number of successful …

How to build self-explaining fuzzy systems: from interpretability to explainability [AI-explained]

I Stepin, M Suffian, A Catala… - IEEE Computational …, 2024 - ieeexplore.ieee.org
Fuzzy systems are known to provide not only accurate but also interpretable predictions.
However, their explainability may be undermined if non-semantically grounded linguistic …

Three-way decisions with Pythagorean fuzzy TOPSIS for Internet of Drones

J Zhou, Y Zhu, L Li - IEEE Transactions on Fuzzy Systems, 2024 - ieeexplore.ieee.org
The node importance evaluation of internet of drones also called unmanned aerial vehicle
swarm network can assist network administrators in implementing security protection for …

Malicious Node Detection in Wireless Weak-Link Sensor Networks Using Dynamic Trust Management

C Wang, G Liu, T Jiang - IEEE Transactions on Mobile …, 2024 - ieeexplore.ieee.org
The application of Wireless Sensor Networks (WSNs) in extreme environments is becoming
increasingly widespread. Within these extreme environments, communication links between …