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Discretization and Feature Selection Based on Bias Corrected Mutual Information Considering High-Order Dependencies

Mutual Information (MI) based feature selection methods are popular due to their ability to capture the nonlinear relationship among variables. However, existing works rarely address the error (bias) that occurs due to the use of finite samples during the estimation of MI. To the best of our knowled...

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Detalles Bibliográficos
Autores principales: Roy, Puloma, Sharmin, Sadia, Ali, Amin Ahsan, Shoyaib, Mohammad
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7206174/
http://dx.doi.org/10.1007/978-3-030-47426-3_64