Title :
Multi-terminal function multicasting in undirected graphs
Author :
Kannan, S. ; Viswanath, Pramod
Author_Institution :
Dept. of EECS, UC Berkeley, Berkeley, CA, USA
Abstract :
In the function computation problem, certain nodes of an undirected graph have access to independent data, while certain other nodes of the graph require certain functions of the data; this model, motivated by sensor networks and cloud computing, is the focus of this paper. We study the maximum rates at which the function computation is possible on a capacitated graph. We consider a general model of function computation, which we term as multi-session function multicasting. In this general model, there are K independent sessions sharing the communication infrastructure; in each session, a set of D destinations all want the same function of a group of S sources. This traffic model generalizes various well known traffic models like the classical model of function computation (K = 1, D = 1), multiple-unicasting (S = 1, D = 1) and multicasting (K = 1, S = 1). For this general model, we propose a simple achievable strategy in which the function is computed for each session using Steiner trees at a specific destination and then distributed to the other destinations also using Steiner trees. Thus, in our proposed strategy, Steiner trees play the dual role of computation trees and also that of multicasting trees. Our main result is that this achievable strategy is near optimal for multi-session function multicasting of a wide class of functions in undirected graphs. The key technical contribution involves relating algorithmic work on Steiner cuts in undirected graphs to the function computation problem.
Keywords :
multicast communication; telecommunication traffic; trees (mathematics); Steiner cuts; Steiner trees; capacitated graph; cloud computing; computation trees; function computation problem; multicasting trees; multiple-unicasting; multisession function multicasting; multiterminal function multicasting; sensor networks; traffic models; undirected graphs; Approximation algorithms; Approximation methods; Computational modeling; Encoding; Multicast communication; Steiner trees;
Conference_Titel :
Information Theory Proceedings (ISIT), 2013 IEEE International Symposium on
Conference_Location :
Istanbul
DOI :
10.1109/ISIT.2013.6620643