On continuity of the entropy-based differently implicational algorithm
Kybernetika, Tome 55 (2019) no. 2, pp. 307-336
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Aiming at the previously-proposed entropy-based differently implicational algorithm of fuzzy inference, this study analyzes its continuity. To begin with, for the FMP (fuzzy modus ponens) and FMT (fuzzy modus tollens) problems, the continuous as well as uniformly continuous properties of the entropy-based differently implicational algorithm are demonstrated for the Tchebyshev and Hamming metrics, in which the R-implications derived from left-continuous t-norms are employed. Furthermore, four numerical fuzzy inference examples are provided, and it is found that the entropy-based differently implicational algorithm can obtain more reasonable solution in contrast with the fuzzy entropy full implication algorithm. Finally, in the entropy-based differently implicational algorithm, we point out that the first fuzzy implication reflects the effect of rule base, and that the second fuzzy implication embodies the inference mechanism.
DOI :
10.14736/kyb-2019-2-0307
Classification :
03B52, 94D05
Keywords: fuzzy inference; fuzzy entropy; compositional rule of inference; continuity
Keywords: fuzzy inference; fuzzy entropy; compositional rule of inference; continuity
@article{10_14736_kyb_2019_2_0307,
author = {Tang, Yiming and Pedrycz, Witold},
title = {On continuity of the entropy-based differently implicational algorithm},
journal = {Kybernetika},
pages = {307--336},
publisher = {mathdoc},
volume = {55},
number = {2},
year = {2019},
doi = {10.14736/kyb-2019-2-0307},
mrnumber = {4014589},
zbl = {07144940},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.14736/kyb-2019-2-0307/}
}
TY - JOUR AU - Tang, Yiming AU - Pedrycz, Witold TI - On continuity of the entropy-based differently implicational algorithm JO - Kybernetika PY - 2019 SP - 307 EP - 336 VL - 55 IS - 2 PB - mathdoc UR - http://geodesic.mathdoc.fr/articles/10.14736/kyb-2019-2-0307/ DO - 10.14736/kyb-2019-2-0307 LA - en ID - 10_14736_kyb_2019_2_0307 ER -
%0 Journal Article %A Tang, Yiming %A Pedrycz, Witold %T On continuity of the entropy-based differently implicational algorithm %J Kybernetika %D 2019 %P 307-336 %V 55 %N 2 %I mathdoc %U http://geodesic.mathdoc.fr/articles/10.14736/kyb-2019-2-0307/ %R 10.14736/kyb-2019-2-0307 %G en %F 10_14736_kyb_2019_2_0307
Tang, Yiming; Pedrycz, Witold. On continuity of the entropy-based differently implicational algorithm. Kybernetika, Tome 55 (2019) no. 2, pp. 307-336. doi: 10.14736/kyb-2019-2-0307
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