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On the Capacity of Censored Channels

机译:关于审查通道的容量

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摘要

The censored channel is the cascade of an additive noise channel with a clipping operator that restricts the signal to the interval [0; 1]. In this paper, after discussing the generality of the considered model, the mutual information of the censored channel is proven to be a continuous function of the input probability distribution whenever the probability density of the noise is bounded. Moreover, there is an input-distribution of bounded support that achieves capacity for a class of noise distributions with bounded support. For a more general class of noise distributions, the capacity can be approximated arbitrarily close using only input-distributions of bounded support. This support is determined only based on the noise distribution and the desired approximation error. These results constitute a first step for characterization of the capacity of censored channels.
机译:审查通道是加法噪声通道与限幅运算符的级联,该限幅运算符将信号限制为间隔[0; 1]。在本文中,在讨论了所考虑模型的一般性之后,无论何时噪声的概率密度有界,被审查信道的互信息都被证明是输入概率分布的连续函数。此外,存在有限支持的输入分布,可以实现具有有限支持的一类噪声分布的容量。对于更一般的噪声分布类别,可以仅使用有限支持的输入分布来任意近似地估计容量。仅基于噪声分布和所需的近似误差来确定此支持。这些结果构成了表征被审查信道容量的第一步。

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