Ensembles of label noise filters: a ranking approach

    Data Min. Knowl. Discov., Volume 30, Issue 5, 2016, Pages 1192-1216.

    Cited by: 14|Bibtex|Views16|Links
    EI
    Keywords:
    Label noiseNoise filtersEnsemble filtersNoise rankingRecommendation system

    Abstract:

    Label noise can be a major problem in classification tasks, since most machine learning algorithms rely on data labels in their inductive process. Thereupon, various techniques for label noise identification have been investigated in the literature. The bias of each technique defines how suitable it is for each dataset. Besides, while som...More

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