Fixed-Rate Universal Lossy Source Coding and Model Identification: Connection with Zero-Rate Density Estimation and the Skeleton Estimator

Fixed-Rate Universal Lossy Source Coding and Model Identification: Connection with Zero-Rate Density Estimation and the Skeleton Estimator

This work demonstrates a formal connection between density estimation with a data-rate constraint and the joint objective of fixed-rate universal lossy source coding and model identification introduced by Raginsky in 2008 (IEEE TIT, 2008, 54, 3059–3077). Using an equivalent learning formul...

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Bibliographic Details
Main Authors: Jorge F. Silva, Milan S. Derpich
Format: Article
Language:English
Published: MDPI AG 2018-08-01
Series:Entropy
Subjects:
fixed-rate lossy source coding
joint coding and modeling
universal source coding
learning with rate constraints
the skeleton estimator
L1-totally bounded classes
Online Access:http://www.mdpi.com/1099-4300/20/9/640

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http://www.mdpi.com/1099-4300/20/9/640

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