Title :
Minimum cost caching-aided multicast under arbitrary demand
Author :
Llorca, Jaime ; Tulino, Antonia M.
Author_Institution :
Bell Labs., Alcatel-Lucent, Holmdel, CA, USA
Abstract :
We address the content distribution problem as a network information flow problem on a caching augmented graph for which we provide a linear programming (LP)-based information theoretical lower bound. We show that while the LP solution involves high exponential complexity, the structure of the caching and transport configuration problems can be exploited to provide a set of solutions that tradeoff complexity with optimality. In particular, we show that while polynomial-time delivery schemes that employ random linear-coded transmission along with uncoded popularity-based caching are order-optimal under heavy tail Zipf popularity distributions, when the Zipf parameter decreases, the use of uncoded popularity-based vector caching can maintain constant-to-optimal performance at the expense of exponential-time network-coded transmission schemes that create multicasting opportunities even for users requesting distinct subsets of content objects.
Keywords :
cache storage; computational complexity; graph theory; linear codes; linear programming; network coding; network theory (graphs); random codes; caching augmented graph; caching structure; content distribution problem; exponential-time network-coded transmission schemes; heavy tail Zipf popularity distributions; high exponential complexity; information theoretical lower bound; linear programming; minimum cost caching-aided multicasting; network information flow problem; polynomial-time delivery schemes; random linear-coded transmission; transport configuration problems; uncoded popularity-based caching; uncoded popularity-based vector caching; Complexity theory; Encoding; Indexes; Linear programming; Multicast communication; Network coding; Vectors; Content distribution; in-network caching; multicast; network coding;
Conference_Titel :
Signals, Systems and Computers, 2013 Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
978-1-4799-2388-5
DOI :
10.1109/ACSSC.2013.6810266