Результаты исследований: Глава в книге, отчете, сборнике статей › Материалы конференции › Рецензирование
Результаты исследований: Глава в книге, отчете, сборнике статей › Материалы конференции › Рецензирование
}
TY - GEN
T1 - GENETIC PROGRAMMING WITH EMBEDDED FEATURES OF SYMBOLIC COMPUTATIONS
AU - Borcheninov, Yaroslav V.
AU - Okulovsky, Yuri S.
N1 - The work is supported by the Russian Federation President's program MK-844.2011.1.
PY - 2011/1
Y1 - 2011/1
N2 - Genetic programming is a methodology, widely used in data mining for obtaining the analytic form that describes a given experimental data set. In some cases, genetic programming is complemented by symbolic computations that simplify found expressions. We propose to unify the induction of genetic programming with the deduction of symbolic computations in one genetic algorithm. Our approach was implemented as the .NET library and successfully tested at various data mining problems: function approximation, invariants finding and classification.
AB - Genetic programming is a methodology, widely used in data mining for obtaining the analytic form that describes a given experimental data set. In some cases, genetic programming is complemented by symbolic computations that simplify found expressions. We propose to unify the induction of genetic programming with the deduction of symbolic computations in one genetic algorithm. Our approach was implemented as the .NET library and successfully tested at various data mining problems: function approximation, invariants finding and classification.
UR - https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=tsmetrics&SrcApp=tsm_test&DestApp=WOS_CPL&DestLinkType=FullRecord&KeyUT=000392350800072
UR - http://www.scopus.com/inward/record.url?partnerID=8YFLogxK&scp=84862214512
M3 - Conference contribution
SN - 978-989842579-9
SP - 476
EP - 479
BT - KDIR 2011 - Proceedings of the International Conference on Knowledge Discovery and Information Retrieval
A2 - Filipe, J
A2 - Fred, A
PB - Institute for Systems and Technologies of Information, Control and Communication (INSTICC)
CY - PORTUGAL
ER -
ID: 37894225