Pattern discovery and model construction: an evolutionary learning and data mining approach

In the information age, knowledge leads to profits, power and success. As an ancestor of data mining, machine learning has concerned itself with discovery of new knowledge on its own. This paper presents experiment results produced by genetic algorithms in the domains of model construction and event...

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Detalles Bibliográficos
Autor principal: Zhou, Harry
Formato: Objeto de conferencia
Lenguaje:Inglés
Publicado: 2006
Materias:
Ciencias Informáticas
Algorithms
Conocimiento
genetic algorithms
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/24215
Aporte de:
SEDICI (UNLP) de Universidad Nacional de La Plata
id I19-R120-10915-24215
record_format dspace
institution Universidad Nacional de La Plata
institution_str I-19
repository_str R-120
collection SEDICI (UNLP)
language Inglés
topic Ciencias Informáticas
Algorithms
Conocimiento
genetic algorithms
spellingShingle Ciencias Informáticas
Algorithms
Conocimiento
genetic algorithms
Zhou, Harry
Pattern discovery and model construction: an evolutionary learning and data mining approach
topic_facet Ciencias Informáticas
Algorithms
Conocimiento
genetic algorithms
description In the information age, knowledge leads to profits, power and success. As an ancestor of data mining, machine learning has concerned itself with discovery of new knowledge on its own. This paper presents experiment results produced by genetic algorithms in the domains of model construction and event predictions, the areas where data mining systems have been focusing on. The experiment results have shown that genetic algorithms are able to discover useful patterns and regularities in large sets of data, and to construct models that conceptualize input data. It demonstrates that genetic algorithms are a powerful and useful learning algorithm for solving fundamental tasks data mining systems are facing today.
format Objeto de conferencia
Objeto de conferencia
author Zhou, Harry
author_facet Zhou, Harry
author_sort Zhou, Harry
title Pattern discovery and model construction: an evolutionary learning and data mining approach
title_short Pattern discovery and model construction: an evolutionary learning and data mining approach
title_full Pattern discovery and model construction: an evolutionary learning and data mining approach
title_fullStr Pattern discovery and model construction: an evolutionary learning and data mining approach
title_full_unstemmed Pattern discovery and model construction: an evolutionary learning and data mining approach
title_sort pattern discovery and model construction: an evolutionary learning and data mining approach
publishDate 2006
url http://sedici.unlp.edu.ar/handle/10915/24215
work_keys_str_mv AT zhouharry patterndiscoveryandmodelconstructionanevolutionarylearninganddataminingapproach
bdutipo_str Repositorios
_version_ 1764820466730532864

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