索引编码的改进逼近算法

IF 2.2 3区 计算机科学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Transactions on Information Theory Pub Date : 2024-08-19 DOI:10.1109/TIT.2024.3446000
Dror Chawin;Ishay Haviv
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引用次数: 0

摘要

索引编码问题涉及向一组接收器广播编码信息,使每个接收器都能根据侧信息(包括其他接收器所需的数据)发现自己所需的数据。侧信息图在对称情况下用图表示,在其他情况下用数图表示,目标是设计一种广播长度最小的编码方案。我们提出了一种通用方法,用于开发高效算法,以近似计算规定实例系列的索引编码率。作为应用,我们获得了多项式时间算法,可以将 n 个顶点上的图和数图的索引编码率分别逼近到 $O(n/\log ^{2} n)$ 和 $O(n/\log n)$ 的因子之内。这改进了 Blasiak、Kleinberg 和 Lubetzky 所实现的图形近似系数 $O(n//log n)$ 和数图近似系数 $O(n \cdot \log \log n/\log n)$。对于准线形图族,我们展示了一种多项式时间算法,它能将索引编码率逼近到 2 倍以内。这改进了 Arbabjolfaei 和 Kim 针对取自准线形图某些子族的 n 个顶点的图所实现的 $O(n^{2/3})$ 的逼近系数。我们的方法适用于近似各种额外的图和数图数量,近似系数相同。具体来说,它可以捕捉到介于独立性数和簇覆盖数之间的每一个图量,以及介于无环诱导子图的最大尺寸和有向簇覆盖数之间的每一个数图量。
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Improved Approximation Algorithms for Index Coding
The index coding problem is concerned with broadcasting encoded information to a collection of receivers in a way that enables each receiver to discover its required data based on its side information, which comprises the data required by some of the others. Given the side information map, represented by a graph in the symmetric case and by a digraph otherwise, the goal is to devise a coding scheme of minimum broadcast length. We present a general method for developing efficient algorithms for approximating the index coding rate for prescribed families of instances. As applications, we obtain polynomial-time algorithms that approximate the index coding rate of graphs and digraphs on n vertices to within factors of $O(n/\log ^{2} n)$ and $O(n/\log n)$ respectively. This improves on the approximation factors of $O(n/\log n)$ for graphs and $O(n \cdot \log \log n/\log n)$ for digraphs achieved by Blasiak, Kleinberg, and Lubetzky. For the family of quasi-line graphs, we exhibit a polynomial-time algorithm that approximates the index coding rate to within a factor of 2. This improves on the approximation factor of $O(n^{2/3})$ achieved by Arbabjolfaei and Kim for graphs on n vertices taken from certain sub-families of quasi-line graphs. Our approach is applicable for approximating a variety of additional graph and digraph quantities to within the same approximation factors. Specifically, it captures every graph quantity sandwiched between the independence number and the clique cover number and every digraph quantity sandwiched between the maximum size of an acyclic induced sub-digraph and the directed clique cover number.
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来源期刊
IEEE Transactions on Information Theory
IEEE Transactions on Information Theory 工程技术-工程:电子与电气
CiteScore
5.70
自引率
20.00%
发文量
514
审稿时长
12 months
期刊介绍: The IEEE Transactions on Information Theory is a journal that publishes theoretical and experimental papers concerned with the transmission, processing, and utilization of information. The boundaries of acceptable subject matter are intentionally not sharply delimited. Rather, it is hoped that as the focus of research activity changes, a flexible policy will permit this Transactions to follow suit. Current appropriate topics are best reflected by recent Tables of Contents; they are summarized in the titles of editorial areas that appear on the inside front cover.
期刊最新文献
Table of Contents IEEE Transactions on Information Theory Publication Information IEEE Transactions on Information Theory Information for Authors Large and Small Deviations for Statistical Sequence Matching Derivatives of Entropy and the MMSE Conjecture
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