基于速率失真函数的谱熵解释

Jaewoo Jung, J. Gibson
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引用次数: 14

摘要

1960年,坎贝尔导出了一个量,他称之为系数率,它可以用过程功率谱密度的熵来表示。后来,Yang等人表明,谱熵与包含大部分能量的最小频带的等效带宽的对数成正比。Gibson等人还表明,对于离散时间AR(1)序列,Campbell系数率和Shannon熵率功率相等,但对于高阶AR过程则不成立。本文用给定功率谱密度的高斯随机过程的率失真函数的参数化形式,导出了坎贝尔系数率的新表达式。我们还推导了给定源和平坦功率谱密度源的熵率功率和系数率的表达式,表示速率畸变函数的斜率
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The Interpretation of Spectral Entropy Based Upon Rate Distortion Functions
In 1960 Campbell derived a quantity that he called coefficient rate which is expressible in terms of the entropy of the process power spectral density. Later, Yang, et al showed that the spectral entropy is proportional to the logarithm of the equivalent bandwidth of the smallest frequency band containing most of the energy. Gibson, et al also showed that for discrete time AR(1) sequences, Campbell's coefficient rate and Shannon's entropy rate power are equal but that the equality does not hold for higher order AR processes. In this paper, we derive a new expression for Campbell's coefficient rate in terms of the parametrized version of the rate distortion function of a Gaussian random process with a given power spectral density subject to the MSE fidelity criterion. We also derive expressions for the entropy rate power and coefficient rate in terms of the slope of the rate distortion function for the given source and for a source with flat power spectral density
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