Algorithms for finding logical regularities in pattern recognition
Žurnal vyčislitelʹnoj matematiki i matematičeskoj fiziki, Tome 48 (2008) no. 2, pp. 329-344
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Three algorithms for finding logical regularities of classes in the precedent-based recognition problem are proposed. Logical regularities of classes are defined as conjunctions of special oneplace predicates that determine the membership of a value of a feature in a certain interval of the real axis. The conjunctions are true on as large subsets of reference objects of a certain class as possible. The problem of finding logical regularities is formulated as a special integer programming problem. Relaxation, genetic, and combinatorial algorithms are proposed for solving this problem. Comparison results for these algorithms using model and real-time problems are presented. Comparison results for various estimate evaluation recognition algorithms that use logical regularities of classes in voting procedures are also presented.
@article{ZVMMF_2008_48_2_a13,
author = {N. V. Kovshov and V. L. Moiseev and V. V. Ryazanov},
title = {Algorithms for finding logical regularities in pattern recognition},
journal = {\v{Z}urnal vy\v{c}islitelʹnoj matematiki i matemati\v{c}eskoj fiziki},
pages = {329--344},
publisher = {mathdoc},
volume = {48},
number = {2},
year = {2008},
language = {ru},
url = {http://geodesic.mathdoc.fr/item/ZVMMF_2008_48_2_a13/}
}
TY - JOUR AU - N. V. Kovshov AU - V. L. Moiseev AU - V. V. Ryazanov TI - Algorithms for finding logical regularities in pattern recognition JO - Žurnal vyčislitelʹnoj matematiki i matematičeskoj fiziki PY - 2008 SP - 329 EP - 344 VL - 48 IS - 2 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/ZVMMF_2008_48_2_a13/ LA - ru ID - ZVMMF_2008_48_2_a13 ER -
%0 Journal Article %A N. V. Kovshov %A V. L. Moiseev %A V. V. Ryazanov %T Algorithms for finding logical regularities in pattern recognition %J Žurnal vyčislitelʹnoj matematiki i matematičeskoj fiziki %D 2008 %P 329-344 %V 48 %N 2 %I mathdoc %U http://geodesic.mathdoc.fr/item/ZVMMF_2008_48_2_a13/ %G ru %F ZVMMF_2008_48_2_a13
N. V. Kovshov; V. L. Moiseev; V. V. Ryazanov. Algorithms for finding logical regularities in pattern recognition. Žurnal vyčislitelʹnoj matematiki i matematičeskoj fiziki, Tome 48 (2008) no. 2, pp. 329-344. http://geodesic.mathdoc.fr/item/ZVMMF_2008_48_2_a13/