Knowledge representation and acquisition in expert systems for pattern recognition
Žurnal vyčislitelʹnoj matematiki i matematičeskoj fiziki, Tome 47 (2007) no. 8, pp. 1428-1454
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A new approach to the design of fuzzy expert systems is proposed. The representation of knowledge and the formation of statements by fuzzy logic tools are discussed in detail. A model of fuzzy inference is described. Primary attention is given to automatic extraction of knowledge (fuzzy inference rules) from a set of precedents. Various performance criteria for rules are introduced, and an algorithm for their generation (the method of effective restrictions) is proposed. An extension of the type of admissible rules by introducing a fuzzy disjunction operation is described. The possibility of optimizing the rules found is explored. The benefits of the approaches proposed are illustrated by experiments.
@article{ZVMMF_2007_47_8_a14,
author = {O. M. Vasil'ev and D. P. Vetrov and D. A. Kropotov},
title = {Knowledge representation and acquisition in expert systems for pattern recognition},
journal = {\v{Z}urnal vy\v{c}islitelʹnoj matematiki i matemati\v{c}eskoj fiziki},
pages = {1428--1454},
publisher = {mathdoc},
volume = {47},
number = {8},
year = {2007},
language = {ru},
url = {http://geodesic.mathdoc.fr/item/ZVMMF_2007_47_8_a14/}
}
TY - JOUR AU - O. M. Vasil'ev AU - D. P. Vetrov AU - D. A. Kropotov TI - Knowledge representation and acquisition in expert systems for pattern recognition JO - Žurnal vyčislitelʹnoj matematiki i matematičeskoj fiziki PY - 2007 SP - 1428 EP - 1454 VL - 47 IS - 8 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/ZVMMF_2007_47_8_a14/ LA - ru ID - ZVMMF_2007_47_8_a14 ER -
%0 Journal Article %A O. M. Vasil'ev %A D. P. Vetrov %A D. A. Kropotov %T Knowledge representation and acquisition in expert systems for pattern recognition %J Žurnal vyčislitelʹnoj matematiki i matematičeskoj fiziki %D 2007 %P 1428-1454 %V 47 %N 8 %I mathdoc %U http://geodesic.mathdoc.fr/item/ZVMMF_2007_47_8_a14/ %G ru %F ZVMMF_2007_47_8_a14
O. M. Vasil'ev; D. P. Vetrov; D. A. Kropotov. Knowledge representation and acquisition in expert systems for pattern recognition. Žurnal vyčislitelʹnoj matematiki i matematičeskoj fiziki, Tome 47 (2007) no. 8, pp. 1428-1454. http://geodesic.mathdoc.fr/item/ZVMMF_2007_47_8_a14/