DocumentCode :
27485
Title :
Fundamental Limits of Caching
Author :
Maddah-Ali, Mohammad Ali ; Niesen, Urs
Author_Institution :
Bell Labs., Alcatel-Lucent, Holmdel, NJ, USA
Volume :
60
Issue :
5
fYear :
2014
fDate :
May-14
Firstpage :
2856
Lastpage :
2867
Abstract :
Caching is a technique to reduce peak traffic rates by prefetching popular content into memories at the end users. Conventionally, these memories are used to deliver requested content in part from a locally cached copy 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 memory available at each individual user). In this paper, we introduce and exploit a second, global, caching gain not utilized by conventional caching schemes. This gain depends on the aggregate global cache size (i.e., the cumulative memory available at all users), even though there is no cooperation among the users. To evaluate and isolate these two gains, we introduce an information-theoretic formulation of the caching problem focusing on its basic structure. For this setting, we propose a novel coded caching scheme that exploits both local and global caching gains, leading to a multiplicative improvement in the peak rate compared with previously known schemes. In particular, the improvement can be on the order of the number of users in the network. In addition, we argue that the performance of the proposed scheme is within a constant factor of the information-theoretic optimum for all values of the problem parameters.
Keywords :
cache storage; aggregate global cache size; caching problem; caching technique; constant factor; content delivery; content prefetching; cumulative memory; global caching gain; information-theory; local cache size; local caching gain; locally cached copy; peak rate; peak traffic rate reduction; Cache memory; Databases; Multicast communication; Prefetching; Radio frequency; Servers; Upper bound; Caching; coded caching; content distribution; prefetching;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.2014.2306938
Filename :
6763007
Link To Document :
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