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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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Bibliografische gegevens
Gepubliceerd in:Entropy (Basel)
Hoofdauteurs: Cubero, Ryan John, Marsili, Matteo, Roudi, Yasser
Formaat: Artigo
Taal:Inglês
Gepubliceerd in: MDPI 2018
Onderwerpen:
Online toegang: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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