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- W2911546912 abstract "Feature selection is typically employed before or in conjunction with classification algorithms to reduce the feature dimensionality and improve the classification performance, as well as reduce processing time. While particular approaches have been developed for feature selection, such as filter and wrapper approaches, some algorithms perform feature selection through their learning strategy. In this paper, we are investigating the effect of the implicit feature selection of the PRISM algorithm, which is rule-based, when compared with the wrapper feature selection approach employing four popular algorithms: decision trees, na'ive bayes, k-nearest neighbors and support vector machine. Moreover, we investigate the performance of the algorithms on target classes, i.e. where the aim is to identify one or more phenomena and distinguish them from their absence (i.e. non-target classes), such as when identifying benign and malign cancer (two target classes) vs. non-cancer (the non-target class)." @default.
- W2911546912 created "2019-02-21" @default.
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- W2911546912 date "2019-01-01" @default.
- W2911546912 modified "2023-09-23" @default.
- W2911546912 title "Evaluation of rule-based learning and feature selection approaches for classification" @default.
- W2911546912 doi "https://doi.org/10.4230/oasics.iccsw.2018.6" @default.
- W2911546912 hasPublicationYear "2019" @default.
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