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Label Noise Cleaning with an Adaptive Ensemble Method Based on Noise Detection Metric

Real-world datasets are often contaminated with label noise; labeling is not a clear-cut process and reliable methods tend to be expensive or time-consuming. Depending on the learning technique used, such label noise is potentially harmful, requiring an increased size of the training set, making the...

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Detalles Bibliográficos
Autores principales: Feng, Wei, Quan, Yinghui, Dauphin, Gabriel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7727820/
https://www.ncbi.nlm.nih.gov/pubmed/33255363
http://dx.doi.org/10.3390/s20236718