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