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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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Detalhes bibliográficos
Publicado no:Entropy (Basel)
Main Authors: Cubero, Ryan John, Marsili, Matteo, Roudi, Yasser
Formato: Artigo
Idioma:Inglês
Publicado em: MDPI 2018
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7512318/
https://ncbi.nlm.nih.gov/pubmed/33265844
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3390/e20100755
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