A Neuro-Fuzzy System Based on Logical Interpretation of If-then Rules
International Journal of Applied Mathematics and Computer Science, Tome 10 (2000) no. 4, pp. 703-722
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Several important fuzzy implications and their properties are described on the basis of an axiomatic approach to the definition of the fuzzy implications. Then the idea of approximate reasoning using the generalized modus ponens and fuzzy implications is considered. The elimination of the non-informative part of the final fuzzy set before defuzzification plays the key role in this paper. After reviewing well-known fuzzy systems, a new artificial neural network based on logical interpretation of if-then rules (ANBLIR) is introduced. Moreover, this system automatically generates rules from numerical data. Applications of ANBLIR to pattern recognition on numerical examples using benchmark databases are indicated.
Keywords:
fuzzy implications, approximate reasoning, neuro-fuzzy systems, soft computing
Mots-clés : system rozmyty, implikacja rozmyta
Mots-clés : system rozmyty, implikacja rozmyta
@article{IJAMCS_2000_10_4_a2,
author = {{\L}\k{e}ski, J. and Henzel, N.},
title = {A {Neuro-Fuzzy} {System} {Based} on {Logical} {Interpretation} of {If-then} {Rules}},
journal = {International Journal of Applied Mathematics and Computer Science},
pages = {703--722},
publisher = {mathdoc},
volume = {10},
number = {4},
year = {2000},
language = {en},
url = {http://geodesic.mathdoc.fr/item/IJAMCS_2000_10_4_a2/}
}
TY - JOUR AU - Łęski, J. AU - Henzel, N. TI - A Neuro-Fuzzy System Based on Logical Interpretation of If-then Rules JO - International Journal of Applied Mathematics and Computer Science PY - 2000 SP - 703 EP - 722 VL - 10 IS - 4 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/IJAMCS_2000_10_4_a2/ LA - en ID - IJAMCS_2000_10_4_a2 ER -
%0 Journal Article %A Łęski, J. %A Henzel, N. %T A Neuro-Fuzzy System Based on Logical Interpretation of If-then Rules %J International Journal of Applied Mathematics and Computer Science %D 2000 %P 703-722 %V 10 %N 4 %I mathdoc %U http://geodesic.mathdoc.fr/item/IJAMCS_2000_10_4_a2/ %G en %F IJAMCS_2000_10_4_a2
Łęski, J.; Henzel, N. A Neuro-Fuzzy System Based on Logical Interpretation of If-then Rules. International Journal of Applied Mathematics and Computer Science, Tome 10 (2000) no. 4, pp. 703-722. http://geodesic.mathdoc.fr/item/IJAMCS_2000_10_4_a2/