DocumentCode
640055
Title
Fundamental limits of caching
Author
Maddah-Ali, Mohammad Ali ; Niesen, Urs
Author_Institution
Bell Labs., Alcatel-Lucent, New Providence, NJ, USA
fYear
2013
fDate
7-12 July 2013
Firstpage
1077
Lastpage
1081
Abstract
Caching is a technique to reduce peak traffic rates by prefetching popular content in memories at the end users. This paper proposes a novel caching approach that can achieve a significantly larger reduction in peak rate compared to previously known caching schemes. In particular, the improvement can be on the order of the number of end users in the network. Conventionally, cache memories are exploited by delivering requested contents in part locally rather than through the network. The gain offered by this approach, which we term local caching gain, depends on the local cache size (i.e., the cache available at each individual user). In this paper, we introduce and exploit a second, global, caching gain, which is not utilized by conventional caching schemes. This gain depends on the aggregate global cache size (i.e., the cumulative cache available at all users), even though there is no cooperation among the caches. To evaluate and isolate these two gains, we introduce a new, information-theoretic formulation of the caching problem focusing on its basic structure. For this setting, the proposed scheme exploits both local and global caching gains, leading to a multiplicative improvement in the peak rate compared to previously known schemes. Moreover, we argue that the performance of the proposed scheme is within a constant factor from the information-theoretic optimum for all values of the problem parameters.
Keywords
cache storage; network coding; telecommunication computing; telecommunication traffic; cache memory; caching approach; information-theoretic formulation; local caching gain; multiplicative improvement; peak traffic rate reduction; popular content prefetching; Approximation methods; Cache memory; Encoding; Indexes; Multicast communication; Servers; Upper bound;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Theory Proceedings (ISIT), 2013 IEEE International Symposium on
Conference_Location
Istanbul
ISSN
2157-8095
Type
conf
DOI
10.1109/ISIT.2013.6620392
Filename
6620392
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