Coded caching with nonuniform demands
We consider a network consisting of a file server connected through a shared link to a number of users, each equipped with a cache. Knowing the popularity distribution of the files in the database, the goal is to optimally populate the caches such as to minimize the expected load of the shared link....
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Published in: | 2014 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS) pp. 221 - 226 |
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Main Authors: | , |
Format: | Conference Proceeding |
Language: | English |
Published: |
IEEE
01-04-2014
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Subjects: | |
Online Access: | Get full text |
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Summary: | We consider a network consisting of a file server connected through a shared link to a number of users, each equipped with a cache. Knowing the popularity distribution of the files in the database, the goal is to optimally populate the caches such as to minimize the expected load of the shared link. For a single user, it is well known that caching the most popular files is optimal in this setting. However we show here that this is no longer the case for multiple users. Indeed, caching only the most popular files can be highly suboptimal. Instead, a fundamentally different approach is needed, in which the cache contents are used as side information for coded communication over the shared link. We propose such a coded caching scheme and prove that it is close to optimal. |
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DOI: | 10.1109/INFCOMW.2014.6849235 |