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We study the limits of communication efficiency for function computation in collocated networks within the framework of multi-terminal block source coding theory. With the goal of computing a desired function of sources at a sink, nodes…

信息论 · 计算机科学 2016-11-17 Nan Ma , Prakash Ishwar , Piyush Gupta

A two-terminal interactive function computation problem with alternating messages is studied within the framework of distributed block source coding theory. For any finite number of messages, a single-letter characterization of the…

信息论 · 计算机科学 2012-08-06 Nan Ma , Prakash Ishwar

A two-terminal interactive distributed source coding problem with alternating messages for function computation at both locations is studied. For any number of messages, a computable characterization of the rate region is provided in terms…

信息论 · 计算机科学 2008-11-13 Nan Ma , Prakash Ishwar

We consider optimal distributed computation of a given function of distributed data. The input (data) nodes and the sink node that receives the function form a connected network that is described by an undirected weighted network graph. The…

分布式、并行与集群计算 · 计算机科学 2015-07-15 Pooja Vyavahare , Nutan Limaye , D. Manjunath

We consider the distributed function computation problem in asymmetric communication scenarios, where the sink computes some deterministic function of the data split among N correlated informants. The distributed function computation…

信息论 · 计算机科学 2009-07-13 Samar Agnihotri , Rajesh Venkatachalapathy

In this work, we consider the problem of distributed computing of functions of structured sources, focusing on the classical setting of two correlated sources and one user that seeks the outcome of the function while benefiting from…

信息论 · 计算机科学 2023-07-27 Derya Malak

This work establishes the fundamental limits of the classical problem of multi-user distributed computing of linearly separable functions. In particular, we consider a distributed computing setting involving $L$ users, each requesting a…

信息论 · 计算机科学 2026-01-16 K. K. Krishnan Namboodiri , Elizabath Peter , Derya Malak , Petros Elia

The problem of distributed function computation is studied, where functions to be computed is not necessarily symbol-wise. A new method to derive a converse bound for distributed computing is proposed; from the structure of functions to be…

信息论 · 计算机科学 2017-07-10 Shigeaki Kuzuoka , Shun Watanabe

Distributed function computation is the problem, for a networked system of $n$ autonomous agents, to collectively compute the value $f(v_1, \ldots, v_n)$ of some input values, each initially private to one agent in the network. Here, we…

分布式、并行与集群计算 · 计算机科学 2023-11-30 Bernadette Charron-Bost , Patrick Lambein-Monette

In network function computation is as a means to reduce the required communication flow in terms of number of bits transmitted per source symbol. However, the rate region for the function computation problem in general topologies is an open…

信息论 · 计算机科学 2020-01-23 Derya Malak , Alejandro Cohen , Muriel Medard

While the capacity, feasibility and methods to obtain codes for network coding problems are well studied, the decoding procedure and complexity have not garnered much attention. In this work, we pose the decoding problem at a sink node in a…

信息论 · 计算机科学 2016-01-19 Anindya Gupta , B. Sundar Rajan

We derive information-theoretic converses (i.e., lower bounds) for the minimum time required by any algorithm for distributed function computation over a network of point-to-point channels with finite capacity, where each node of the…

信息论 · 计算机科学 2017-01-04 Aolin Xu , Maxim Raginsky

The problem of computing functions of values at the nodes in a network in a totally distributed manner, where nodes do not have unique identities and make decisions based only on local information, has applications in sensor, peer-to-peer,…

网络与互联网体系结构 · 计算机科学 2007-05-23 Damon Mosk-Aoyama , Devavrat Shah

This work considers the problem of transmitting multiple compressible sources over a network at minimum cost. The aim is to find the optimal rates at which the sources should be compressed and the network flows using which they should be…

信息论 · 计算机科学 2009-08-13 Aditya Ramamoorthy

The classical problem in network coding theory considers communication over multicast networks. Multiple transmitters send independent messages to multiple receivers which decode the same set of messages. In this work, computation over…

信息论 · 计算机科学 2016-02-18 Changho Suh , Naveen Goela , Michael Gastpar

The multi-user linearly-separable distributed computing problem is considered here, in which $N$ servers help to compute the real-valued functions requested by $K$ users, where each function can be written as a linear combination of up to…

信息论 · 计算机科学 2023-01-10 Ali Khalesi , Sajad Daei , Marios Kountouris , Petros Elia

We consider in-network computation of an arbitrary function over an arbitrary communication network. A network with capacity constraints on the links is given. Some nodes in the network generate data, e.g., like sensor nodes in a sensor…

网络与互联网体系结构 · 计算机科学 2010-10-01 Virag Shah , Bikash Kumar Dey , D. Manjunath

We consider the problem of information aggregation in sensor networks, where one is interested in computing a function of the sensor measurements. We allow for block processing and study in-network function computation in directed graphs…

信息论 · 计算机科学 2015-03-19 Hemant Kowshik , P. R. Kumar

We propose a model for deterministic distributed function computation by a network of identical and anonymous nodes, with bounded computation and storage capabilities that do not scale with the network size. Our goal is to characterize the…

分布式、并行与集群计算 · 计算机科学 2009-07-28 Julien M. Hendrickx , Alex Olshevsky , John N. Tsitsiklis

Several key results in distributed source coding offer the intuition that little improvement in compression can be gained from intersensor communication when the information is coded in long blocks. However, when sensors are restricted to…

信息论 · 计算机科学 2015-03-24 John Z. Sun , Vivek K. Goyal
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