1. Feature subset selection Filter–Wrapper based on low quality data.
- Author
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Cadenas, José M., Garrido, M. Carmen, and Martínez, Raquel
- Subjects
- *
FEATURE extraction , *SET theory , *DATA analysis , *DATA quality , *INFORMATION storage & retrieval systems , *FEATURE selection , *FUZZY logic , *PERFORMANCE evaluation - Abstract
Highlights: [•] Low quality data (LQD) appear in real problems. We incorporate the processing of LQD in feature selection. [•] We propose a feature selection method that works within the framework of the fuzzy logic theory. [•] Our approach is classified as a hybrid method that combines the filter and wrapper methods. [•] The experiments evaluate the performance of the approach with low quality and microarray datasets. [•] The results indicate that the approach has a good classification performance with or without LQDs. [ABSTRACT FROM AUTHOR]
- Published
- 2013
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