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Minimum Description Length Codes Are Critical

In the Minimum Description Length (MDL) principle, learning from the data is equivalent to an optimal coding problem. We show that the codes that achieve optimal compression in MDL are critical in a very precise sense. First, when they are taken as generative models of samples, they generate samples...

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Detalles Bibliográficos
Autores principales: Cubero, Ryan John, Marsili, Matteo, Roudi, Yasser
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512318/
https://www.ncbi.nlm.nih.gov/pubmed/33265844
http://dx.doi.org/10.3390/e20100755

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