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| About site: Artificial Intelligence/Machine Learning/Software - KEEL: Knowledge Extraction based on Evolutionary Learning |
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| About site: http://sci2s.ugr.es/keel/ |
Title: Artificial Intelligence/Machine Learning/Software - KEEL: Knowledge Extraction based on Evolutionary Learning The aim of this project is to develop a Computational Environment for integrating the design and use of knowledge extraction models from data using evolutionary algorithms. Genetic learning may also |
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KEEL: A software tool to assess evolutionary algorithms for Data Mining problems (regression, classification, clustering, pattern mining and so on)
KEEL Description
Members
KEEL Blog
KEEL Publications
List of References by Specific Areas
KEEL-dataset
KEEL Implemented Algorithms
KEEL Software Tool
JCLEC
Links
KEEL Workshops
Identification Access
Visits since 05/11/2005:
17323
KEEL is a software tool to assess
evolutionary algorithms for Data Mining problems including
regression, classification, clustering, pattern mining and so on.
It contains a big collection of classical knowledge extraction algorithms,
preprocessing techniques (instance selection, feature selection, discretization, imputation methods
for missing values, etc.), Computational Intelligence based learning algorithms, including evolutionary
rule learning algorithms based on different approaches (Pittsburgh, Michigan and IRL, ...), and hybrid
models such as genetic fuzzy systems, evolutionary neural networks, etc.
It allows us to perform a complete analysis of any learning model in comparison to existing ones,
including a statistical test module for comparison.
Moreover, KEEL has been designed with a double goal: research and educational.
For a detailed description, see the section 'KEEL description' on the
left menu.
KEEL description paper:
J. Alcalá-Fdez, L. Sánchez, S. García, M.J. del Jesus, S. Ventura,
J.M. Garrell, J. Otero, C. Romero, J. Bacardit, V.M. Rivas, J.C. Fernández, F. Herrera.
KEEL: A Software Tool to Assess Evolutionary Algorithms to Data Mining Problems.
Soft Computing (2008) In press, doi: 10.1007/s00500-008-0323-y.
KEEL: Knowledge Extraction based on Evolutionary Learning
(Spanish National Project TIC2002-04036-C05 and TIN2005-08386-C05)
This Project is being developed with the collaboration of five Research Groups:
SCI2S (Spanish National Proyect TIC2002-04036-C05-01 and Spanish National Proyect TIN2005-08386-C05-01)
Ayrna (Spanish National Proyect TIC2002-04036-C05-02 and Spanish National Proyect TIN2005-08386-C05-02)
GRSI (Spanish National Proyect TIC2002-04036-C05-03 and Spanish National Proyect TIN2005-08386-C05-04)
Intelligent Systems (Spanish National Proyect TIC2002-04036-C05-04 and Spanish National Proyect TIN2005-08386-C05-03)
Metrology and Models (Spanish National Proyect TIC2002-04036-C05-05 and Spanish National Proyect TIN2005-08386-C05-05)
Copyright 2004-2008,KEEL (Knowledge Extraction based on Evolutionary Learning)About the Webmaster Team _uacct = "UA-366771-5";urchinTracker();
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The | aim | of | this | project | is | to | develop | a | Computational | Environment | for | integrating | the | design | and | use | of | knowledge | extraction | models | from | data | using | evolutionary | algorithms. | | Genetic | learning | may | also |
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http://sci2s.ugr.es/keel/
KEEL: Knowledge Extraction based on Evolutionary Learning 2008 August
dvd rental
dvd
The aim of this project is to develop a Computational Environment for integrating the design and use of knowledge extraction models from data using evolutionary algorithms. Genetic learning may also
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