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SMOTE-I: mejora del algoritmo SMOTE para balanceo de clases minoritarias

descriptionPublicationkeyboard_double_arrow_right Conference object 01 Jan 2023 Spain English Publisher:Sociedad de Ingeniería de Software y Tecnologías de Desarrollo de Software (SISTEDES)
Authors: Moreno, J.; Rodríguez García, Daniel; Sicilia, Miguel Ángel; Riquelme Santos, José Cristóbal; Ruiz Sánchez, Roberto;

handle: 11441/145691

SMOTE-I: mejora del algoritmo SMOTE para balanceo de clases minoritarias

Abstract

Las técnicas de minería de datos están encaminadas a desarrollar algoritmos que sean capaces de tratar y analizar datos de forma automática con objeto de extraer de cualquier tipo de información subyacente en dichos datos. El problema del desbalanceo de los datos consiste en la predominancia de ciertos valores en los datos y la escasez o ausencia de otros que dificulta o impide la extracción de información. En este trabajo se presenta un nuevo algoritmo basado en SMOTE y llamado SMOTE-I que mejora al original con la base de datos analizada.

Evento realizado en el marco de las XIII Jornadas de Ingeniería del Software y Bases de Datos (JISBD 2009)

Ministerio de Educación y Ciencia TIN2007-68084-C02-00

Country
Spain
Related Organizations
Keywords

desbalanceo de datos, ENN, SMOTE

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green