An Open-Source Toolbox for Computer-Aided Investigation on the Fundamental Limits of Information Systems, Version 0.1

An Open-Source Toolbox for Computer-Aided Investigation on the Fundamental Limits of Information Systems, Version 0.1
复制标题

用于对信息系统的基本限制进行计算机辅助调查的开源工具箱,版本 0.1

DOI:
--
复制
发表时间:
2019
期刊:
arXiv.org
影响因子:
--
通讯作者:
Brent Hurst
Brent Hurst
中科院分区:
--
文献类型:
--
作者:
C. Tian;J. Plank;Brent Hurst

文献摘要

被引文献

相似文献

我们在这个https URL上提供了一个开源工具箱,用于对信息系统的基本限制进行计算机辅助调查。该工具箱依赖于Guideline或Cplex作为线性规划求解引擎。该程序可以读取问题描述文件,然后完成以下任务:1)计算给定信息度量线性组合的边界; 2)有效地计算两个信息量之间的多面体折衷外边界;以及3)产生证明(作为已知信息不等式的加权和)。本技术报告提供了该工具箱的概述、问题描述文件语法的详细描述以及一些示例用例。
We provide an open source toolbox at this https URL to conduct computer-aided investigation on the fundamental limits of information systems. The toolbox relies on either Gurobi or Cplex as the linear program solving engine. The program can read a problem description file, and then fulfill the following tasks: 1) compute a bound for a given linear combination of information measures; 2) efficiently compute a polytope tradeoff outer bound between two information quantities; and 3) produce a proof (as a weighted sum of known information inequalities). This technical report provides an overview of this toolbox, a detailed description of the syntax of the problem description file, and a few example use cases.