Title :
The Empirical Variance of a Set of Fuzzy Intervals
Author :
Dubois, Didier ; Fargier, Hélène ; Fortin, Jérôme
Author_Institution :
IRIT/UPS, Toulouse
Abstract :
The profile method gives a tool to perform fuzzy interval computation under a condition of local monotony of considered functions. This is a plain extension of interval analysis to fuzzy intervals, viewed as pairs of fuzzy bounds. This method yields exact results without applying interval analysis to alpha-cuts. After a refresher on the notion of profile and its use in fuzzy interval analysis, we adapt the profile method to the computation of the empirical variance of a tuple of fuzzy intervals. To this end, we first reconsider results obtained by Ferson et al. on computation of the empirical variance of a set of intervals. Finally we apply our results to the definition of the variance of a single fuzzy interval, viewed as a family of its alpha-cuts, and compare this definition to previous ones
Keywords :
fuzzy logic; fuzzy set theory; fuzzy systems; alpha-cut interval analysis; fuzzy bounds; fuzzy interval analysis; fuzzy interval variance; local monotony; Analysis of variance; Approximation algorithms; Electronic mail; Fuzzy sets; Uncertainty; Uninterruptible power systems;
Conference_Titel :
Fuzzy Systems, 2005. FUZZ '05. The 14th IEEE International Conference on
Conference_Location :
Reno, NV
Print_ISBN :
0-7803-9159-4
DOI :
10.1109/FUZZY.2005.1452511