Genetic Network Programming with Estimation of Distribution Algorithms and its application to association rule mining for traffic prediction
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- @InProceedings{Li:2009:ICCAS-SICE,
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author = "Xianneng Li and Shingo Mabu and Huiyu Zhou and
Kaoru Shimada and Kotaro Hirasawa",
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title = "Genetic Network Programming with Estimation of
Distribution Algorithms and its application to
association rule mining for traffic prediction",
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booktitle = "ICCAS-SICE, 2009",
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year = "2009",
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month = "18-21 " # aug,
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address = "Fukuoka",
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pages = "3457--3462",
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publisher = "IEEE",
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isbn13 = "978-4-9077-6433-3",
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URL = "http://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&arnumber=5334374",
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size = "6 pages",
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abstract = "In this paper, a novel evolutionary paradigm combining
Genetic Network Programming (GNP) and Estimation of
Distribution Algorithms (EDAs) is proposed and used to
find important association rules in time-related
applications, especially in traffic prediction. GNP is
one of the evolutionary optimisation algorithms, which
uses directed-graph structures. EDAs is a novel
algorithm, where the new population of individuals is
produced from a probabilistic distribution estimated
from the selected individuals from the previous
generation. This model replaces random crossover and
mutation to generate offspring. Instead of generating
the candidate association rules using conventional GNP,
the proposed method can obtain a large number of
important association rules more effectively. The
purpose of this paper is to compare the proposed method
with conventional GNP in traffic prediction systems in
terms of the number of rules obtained.",
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keywords = "genetic algorithms, genetic programming, genetic
network programming, association rule mining,
association rules, directed graph structures,
estimation of distribution algorithms, evolutionary
optimisation algorithm, evolutionary paradigm,
probabilistic distribution, traffic prediction, data
mining, directed graphs, probability",
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notes = "Also known as \cite{5334374}",
- }
Genetic Programming entries for
Xianneng Li
Shingo Mabu
Huiyu Zhou
Kaoru Shimada
Kotaro Hirasawa
Citations