Fuzzy logical bidirectional associative memory

被引:18
|
作者
Belohlávek, R
机构
[1] Univ Ostrava, Inst Res & Applicat Fuzzy Modeling, CZ-70103 Ostrava, Czech Republic
[2] Tech Univ Ostrava, Dept Comp Sci, Ostrava 70030, Czech Republic
关键词
fuzzy logic; bidirectional associative memory; stability; learning; concepts;
D O I
10.1016/S0020-0255(00)00044-X
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We introduce a bidirectional associative memory (BAM). The stable points of the memory are naturally interpreted as (non-sharp) concepts - the memory performs association of extents and intents of concepts. We show that this memory is stable and that the set of all stable points forms a complete lattice. We propose a learning algorithm and prove that it enables perfect learning provided the training set forms a consistent conceptual structure. Examples demonstrating the results are presented. Unlike in the case of other associative memories (M. Arbib (Ed.), The Handbook of Brain Theory and Neural Networks, MIT Press, London, 1995) the formal apparatus, architecture, dynamics and convergence proof etc. are based on algebraic structures of fuzzy logic in narrow sense. (C) 2000 Elsevier Science Inc. All rights reserved.
引用
收藏
页码:91 / 103
页数:13
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