Channel simulation and coding with side information

Channel simulation and coding with side information
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信道模拟和带有辅助信息的编码

DOI:
10.1109/18.335877
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发表时间:
1994
期刊:
IEEE Trans. Inf. Theory
影响因子:
--
通讯作者:
S. Verdú
S. Verdú
中科院分区:
--
文献类型:
--
作者:
Y. Steinberg;S. Verdú

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研究模拟随机系统(通道)所需的最小随机比特率,其中模拟器使用给定的外部输入进行操作。作为模拟精度的衡量标准,作者使用了联合输入输出分布之间的变分距离和 d~ 距离。他们找到了精确模拟所需的每个输入样本的渐近随机位数,作为输入过程分布的函数。这些结果适用于任意通道和输入过程,包括非平稳和非遍历过程,并且不取决于特定的模拟方案。分析的副产品是带有辅助信息的最小可实现源编码率的通用公式。 >
Studies the minimum random bit rate required to simulate a random system (channel), where the simulator operates with a given external input. As measures of simulation accuracy the authors use both the variational distance and the d~ distance between joint input-output distributions. They find the asymptotic number of random bits per input sample required for accurate simulation, as a function of the distribution of the input process. These results hold for arbitrary channels and input processes, including nonstationary and nonergodic processes and do not hinge on a specific simulation scheme. A by-product of the analysis is a general formula for the minimal achievable source coding rate with side information. >