scispace - formally typeset
Open AccessJournal ArticleDOI

Fundamental Limits of Caching

Mohammad Ali Maddah-Ali, +1 more
- 11 Mar 2014 - 
- Vol. 60, Iss: 5, pp 2856-2867
TLDR
This paper proposes 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, and argues that the performance of the proposed scheme is within a constant factor of the information-theoretic optimum for all values of the problem parameters.
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.

read more

Citations
More filters
Proceedings ArticleDOI

K users caching two files: An improved achievable rate

TL;DR: This work improves upon the existing results and introduces a novel caching strategy that takes advantage of simultaneous coded placement and coded delivery in order to decrease the worst case achievable rate with 2 files and K users.
Proceedings ArticleDOI

On the optimality of separation between caching and delivery in general cache networks

TL;DR: In this paper, the authors consider a general memoryless communication network, where a server is connected to multiple users, each equipped with a local isolated cache of a certain size that can be used to store part of the library.
Posted Content

Noisy Broadcast Networks with Receiver Caching

TL;DR: It is shown that the joint cache-channel coding offers new global caching gains that scale with the number of strong receivers in the network and significantly improves over traditional schemes based on the separate cache- channel coding.
Proceedings ArticleDOI

Caching in Combination Networks: Novel Multicast Message Generation and Delivery by Leveraging the Network Topology

TL;DR: In this paper, the authors proposed a novel method to general multicast messages and to deliver them to the users by leveraging the symmetric topology of combination networks, where a server communicates to cache-aided users through H intermediate relays.
Posted Content

Deep Reinforcement Learning for Adaptive Caching in Hierarchical Content Delivery Networks

TL;DR: In this article, a deep Q-network is used to learn the Q-function and thus the optimal caching policy, in an online fashion, to model the two-way interactive influence between caching decisions at the parent and leaf nodes.
References
More filters
Journal ArticleDOI

Network information flow

TL;DR: This work reveals that it is in general not optimal to regard the information to be multicast as a "fluid" which can simply be routed or replicated, and by employing coding at the nodes, which the work refers to as network coding, bandwidth can in general be saved.
Journal ArticleDOI

Amortized efficiency of list update and paging rules

TL;DR: This article shows that move-to-front is within a constant factor of optimum among a wide class of list maintenance rules, and analyzes the amortized complexity of LRU, showing that its efficiency differs from that of the off-line paging rule by a factor that depends on the size of fast memory.
Proceedings ArticleDOI

Distributed Caching Algorithms for Content Distribution Networks

TL;DR: This paper develops light-weight cooperative cache management algorithms aimed at maximizing the traffic volume served from cache and minimizing the bandwidth cost, and establishes that the performance of the proposed algorithms is guaranteed to be within a constant factor from the globally optimal performance.
Journal ArticleDOI

Index Coding With Side Information

TL;DR: A measure on graphs, the minrank, is identified, which exactly characterizes the minimum length of linear and certain types of nonlinear INDEX codes and for natural classes of side information graphs, including directed acyclic graphs, perfect graphs, odd holes, and odd anti-holes, minrank is the optimal length of arbitrary INDex codes.
Journal ArticleDOI

Comparative Models of the File Assignment Problem

TL;DR: This perspective exposes the further research which is necessary in order to provide a truly satisfactory solution to the file assignment problem.
Related Papers (5)