信息论与统计假设检验中的信度准则

IF 2 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
E. Haroutunian, M. Haroutunian, A. Harutyunyan
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引用次数: 61

摘要

本文研究了信息论的核心问题之一——不同信息传输系统的编码率和错误率指数之间相互依赖关系的确定问题。概述处理有限字母设置的无记忆系统。它提供的材料补充了范斯坦、法诺、沃尔福威茨、加拉格、西萨尔和科尔纳、科列斯尼克和波列列夫、布拉胡特、盖普和托马斯等人在信息论中最杰出的一系列著作,以及多布鲁申、盖尔芬德和普雷洛夫的论文。本文简要地阐述了香农理论关于编码可靠传输的基本概念和结果,并对作者及其同事和其他研究人员近二三十年来所取得的结果进行了综述。写这篇论文的目的是为了让更广泛的读者了解率信度理论。我们认为这一概念有助于促进注意到的问题的解决,同时阐述可靠性的概念-相对于统计假设检验和识别的可靠性依赖。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Reliability Criteria in Information Theory and in Statistical Hypothesis Testing
This survey is devoted to one of the central problems of Information Theory -- the problem of determination of interdependence between coding rate and error probability exponent for different information transmission systems. The overview deals with memoryless systems of finite alphabet setting. It presents material complementary to the contents of the series of the most remarkable in Information Theory books of Feinstain, Fano, Wolfowitz, Gallager, Csiszar and Korner, Kolesnik and Poltirev, Blahut, Cover and Thomas and of the papers by Dobrushin, Gelfand and Prelov. We briefly formulate fundamental notions and results of Shannon theory on reliable transmission via coding and give a survey of results obtained in last two-three decades by the authors, their colleagues and some other researchers. The paper is written with the goal to make accessible to a broader circle of readers the theory of rate-reliability. We regard this concept useful to promote the noted problem solution in parallel with elaboration of the notion of reliability-reliability dependence relative to the statistical hypothesis testing and identification.
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来源期刊
Foundations and Trends in Communications and Information Theory
Foundations and Trends in Communications and Information Theory COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS-
CiteScore
7.90
自引率
0.00%
发文量
6
期刊介绍: Foundations and Trends® in Communications and Information Theory publishes survey and tutorial articles in the following topics: - Coded modulation - Coding theory and practice - Communication complexity - Communication system design - Cryptology and data security - Data compression - Data networks - Demodulation and Equalization - Denoising - Detection and estimation - Information theory and statistics - Information theory and computer science - Joint source/channel coding - Modulation and signal design - Multiuser detection - Multiuser information theory
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