A Method for Refining Knowledge Rules Using Exceptions

The search for patterns in data sets is a fundamental task in Data Mining, where Machine Learning algorithms are generally used. However, Machine Learning algorithms have biases that strengthen the classifica-tion task, not taking into consideration exceptions. Exceptions contra-dict common sense ru...

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Detalles Bibliográficos
Autores principales: Prati, Ronaldo Cristiano, Monard, Maria Carolina, Carvalho, André C. P. L. F. de
Formato: Articulo
Lenguaje:Inglés
Publicado: 2004
Materias:
Ciencias Informáticas
Data mining
Machine learning
Rule learning
Exception
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/135314
https://publicaciones.sadio.org.ar/index.php/EJS/article/view/122
Aporte de:
SEDICI (UNLP) de Universidad Nacional de La Plata
id I19-R120-10915-135314
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
Data mining
Machine learning
Rule learning
Exception
spellingShingle Ciencias Informáticas
Data mining
Machine learning
Rule learning
Exception
Prati, Ronaldo Cristiano
Monard, Maria Carolina
Carvalho, André C. P. L. F. de
A Method for Refining Knowledge Rules Using Exceptions
topic_facet Ciencias Informáticas
Data mining
Machine learning
Rule learning
Exception
description The search for patterns in data sets is a fundamental task in Data Mining, where Machine Learning algorithms are generally used. However, Machine Learning algorithms have biases that strengthen the classifica-tion task, not taking into consideration exceptions. Exceptions contra-dict common sense rules. They are generally unknown, unexpected and contradictory to the user believes. For this reason, exceptions may be interesting. In this work we propose a method to find exceptions out from common sense rules. Besides, we apply the proposed method in a real world data set, to discover rules and exceptions in the HIV virus protein cleavage process.
format Articulo
Articulo
author Prati, Ronaldo Cristiano
Monard, Maria Carolina
Carvalho, André C. P. L. F. de
author_facet Prati, Ronaldo Cristiano
Monard, Maria Carolina
Carvalho, André C. P. L. F. de
author_sort Prati, Ronaldo Cristiano
title A Method for Refining Knowledge Rules Using Exceptions
title_short A Method for Refining Knowledge Rules Using Exceptions
title_full A Method for Refining Knowledge Rules Using Exceptions
title_fullStr A Method for Refining Knowledge Rules Using Exceptions
title_full_unstemmed A Method for Refining Knowledge Rules Using Exceptions
title_sort method for refining knowledge rules using exceptions
publishDate 2004
url http://sedici.unlp.edu.ar/handle/10915/135314
https://publicaciones.sadio.org.ar/index.php/EJS/article/view/122
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