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The Generalization Complexity Measure for Continuous Input Data

We introduce in this work an extension for the generalization complexity measure to continuous input data. The measure, originally defined in Boolean space, quantifies the complexity of data in relationship to the prediction accuracy that can be expected when using a supervised classifier like a neu...

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Detalles Bibliográficos
Autores principales: Gómez, Iván, Cannas, Sergio A., Osenda, Omar, Jerez, José M., Franco, Leonardo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4005069/
https://www.ncbi.nlm.nih.gov/pubmed/24983000
http://dx.doi.org/10.1155/2014/815156