Critical Thinking About Explainable AI (XAI) for Rule-Based Fuzzy Systems

This article is about explainable artificial intelligence (XAI) for rule-based fuzzy systems [that can be expressed generically, as $y({{\bf x}}) = f({{\bf x}})$]. It explains why it is not valid to explain the output of Mamdani or Takagi–Sugeno–Kang rule-based fuzzy systems using IF-THEN rules, and why it 更多