Peter Bauer, Ulrich Bodenhofer,
"A Formal Model of Interpretability of Linguistic Variables"
: Trade-Off between Accuracy and Interpretability in Fuzzy Rule-Based Modelling, 7-2002, U. Bodenhofer, P. Bauer. A Formal Model of Interpretability of Linguistic Variables. In J. Casillas, O Cordon, F. Herrera, L. Magdalena (eds.). Trade-Off between Accuracy and Interpretability in Fuzzy Rule-Based Modelling. Physica-Verlag, Heidelberg, 2002. (to appear).
Original Titel:
A Formal Model of Interpretability of Linguistic Variables
Sprache des Titels:
Englisch
Original Buchtitel:
Trade-Off between Accuracy and Interpretability in Fuzzy Rule-Based Modelling
Original Kurzfassung:
The present contribution is concerned with the interpretability of fuzzy rule-based systems. While this property is widely considered to be a crucial one in fuzzy rule-based modeling, a more detailed investigation of what "interpretability" actually means is still missing. So far, interpretability has often been associated with heuristic assumptions about shape and mutual overlapping of fuzzy membership functions. In this chapter, we attempt to approach this problem from a more general and formal point of view. First, we clarify what, in our opinion, the different aspects of interpretability are. Following that, we propose an axiomatic framework for the interpretability of linguistic variables (in Zadeh's sense) which is underlined by examples and application perspectives.
Sprache der Kurzfassung:
Englisch
Erscheinungsmonat:
7
Erscheinungsjahr:
2002
Notiz zum Zitat:
U. Bodenhofer, P. Bauer. A Formal Model of Interpretability of Linguistic Variables. In J. Casillas, O Cordon, F. Herrera, L. Magdalena (eds.). Trade-Off between Accuracy and Interpretability in Fuzzy Rule-Based Modelling. Physica-Verlag, Heidelberg, 2002. (to appear).
Forschungs-