On the paradoxical success of mamdani's minimum-based inference

M Detyniecki, B Moubêche… - … and Theory: A Hommage …, 2012 - Springer
Combining Experimentation and Theory: A Hommage to Abe Mamdani, 2012Springer
Mamdani's inference has an incredible success, especially in areas such as decision
making and control. Yet, it is well known that it uses a min-based implication that does not
verify classical boolean logic requirements. This contribution aims at, in the one hand,
exploring Mamdani's choice from a practical point of view, and in the other hand, explaining
the success of Mamdani's inference from a logical perspective, by introducing a simple
variant of the Generalized Modus Ponens (GMP) that uses standard fuzzy implications. In …
Abstract
Mamdani’s inference has an incredible success, especially in areas such as decision making and control. Yet, it is well known that it uses a min-based implication that does not verify classical boolean logic requirements.
This contribution aims at, in the one hand, exploring Mamdani’s choice from a practical point of view, and in the other hand, explaining the success of Mamdani’s inference from a logical perspective, by introducing a simple variant of the Generalized Modus Ponens (GMP) that uses standard fuzzy implications.
In addition, this new formulation opens the way for new methods of inference that have the same benefits as Mamdani’s.
Springer
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