A Set Cover Based Efficient Solution for the Complementary Index Coding Problem

Z. Asad, M. Chaudhry
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引用次数: 2

Abstract

The Index Coding problem can be considered as one of the basic problems in information theory. In this problem a relay node needs to deliver a set of packets to a set of client over a broadcast wireless channel. Each client might posses some "side information" related to the transmissions by the relay node. The goal is to minimize number of transmissions from the relay node by taking advantage of the side information. The Index Coding problem has been proven to be NP-hard and NP-hard to approximate. The Complementary Index Coding problem is a complementary problem of the Index Coding problem. In the Complementary Index Coding problem the objective is to maximize number of the saved transmissions, i.e., the number of transmissions that are saved by encoding packets compared to the solution that does not perform coding. This work aims at improving the gains of the Complementary Index Coding problem by proposing a Set Cover based solution that guarantees an approximation ratio of 1/(1-(H_k|S|/n)). Moreover, we propose a scheme for transforming the Index Coding problem in to the Set Cover problem. In addition to this, we compare the proposed algorithm with the current state of the art. The experimental results show that the proposed solution out performs current state of the art both in terms of coding advantage as well as running time.
互补索引编码问题的一种基于集合覆盖的高效解
索引编码问题是信息论中的一个基本问题。在这个问题中,中继节点需要通过广播无线信道将一组数据包传送到一组客户端。每个客户端可能拥有一些与中继节点传输相关的“侧信息”。目标是通过利用侧信息来最小化来自中继节点的传输数量。索引编码问题已被证明是NP-hard和NP-hard逼近问题。互补索引编码问题是索引编码问题的互补问题。在互补索引编码问题中,目标是使保存的传输数量最大化,即通过编码数据包与不执行编码的解决方案相比节省的传输数量。本工作旨在通过提出一种基于集合覆盖的解决方案来提高互补索引编码问题的增益,该解决方案保证近似比为1/(1-(H_k|S|/n))。此外,我们提出了一种将索引编码问题转化为集合覆盖问题的方案。除此之外,我们还将提出的算法与当前的技术状态进行了比较。实验结果表明,该方案在编码优势和运行时间方面都优于目前的技术水平。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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