articleJan 1, 2011Closed access

KEEL Data-Mining Software Tool: Data Set Repository, Integration of Algorithms and Experimental Analysis Framework

Universidad de Granada · Central University of Venezuela · +2 more institutions

Abstract

(Knowledge Extraction based onEvolutionary Learning) tool, an open source software that supports datamanagement and a designer of experiments. KEEL pays special attentionto the implementation of evolutionary learning and soft computing basedtechniques for Data Mining problems including regression, classification,clustering, pattern mining and so on.The aim of this paper is to present three new aspects of KEEL: KEEL-dataset, a data set repository which includes the data set partitions in theKEELformatandshowssomeresultsofalgorithmsinthesedatasets; someguidelines for including new algorithms in KEEL, helping the researcherstomaketheirmethodseasilyaccessibletootherauthorsandtocomparetheresults of many approaches…

Citation impact

2,355
total citations
FWCI
220.92
Percentile
100%
References
45
Citations per year

Authors

7

Topics & keywords

Keywords
  • Keel
  • Computer science
  • Data mining
  • Software
  • Cluster analysis
  • Set (abstract data type)
  • Data set
  • Machine learning
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