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Rate loss in the Gaussian CEO problem

Kostina, Victoria (2019) Rate loss in the Gaussian CEO problem. In: 2019 IEEE Information Theory Workshop (ITW). IEEE , Piscataway, NJ, pp. 1-5. ISBN 978-1-5386-6900-6. https://resolver.caltech.edu/CaltechAUTHORS:20200214-101154368

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Abstract

We present a characterization of the Gaussian CEO rate region, in which the operational point at each boundary is characterized by one free parameter. That parameter determines the water level. Only those sensors whose observation noise is below that water level need to compress and transmit their data. Using that characterization, we present a simple (suboptimal) achievable region, expressed in terms of the difference between the noisy and the noiseless rate-distortion functions. Using that achievable region, we can explicitly bound the rate loss due to lack of cooperation among the compressors.


Item Type:Book Section
Related URLs:
URLURL TypeDescription
https://doi.org/10.1109/ITW44776.2019.8988944DOIArticle
ORCID:
AuthorORCID
Kostina, Victoria0000-0002-2406-7440
Additional Information:© 2019 IEEE. This work was supported in part by the National Science Foundation (NSF) under grant CCF-1751356.
Funders:
Funding AgencyGrant Number
NSFCCF-1751356
Subject Keywords:Gaussian CEO problem, noisy source coding
Record Number:CaltechAUTHORS:20200214-101154368
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:20200214-101154368
Official Citation:V. Kostina, "Rate loss in the Gaussian CEO problem," 2019 IEEE Information Theory Workshop (ITW), Visby, Sweden, 2019, pp. 1-5. doi: 10.1109/ITW44776.2019.8988944
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:101289
Collection:CaltechAUTHORS
Deposited By: Tony Diaz
Deposited On:14 Feb 2020 18:25
Last Modified:14 Feb 2020 18:25

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