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An experimental comparison between maximum entropy and minimum relative-entropy spectral analysis

机译:最大熵和最小相对熵谱分析之间的实验比较

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摘要

It is known that the minimum relative-entropy spectral analysis (MRESA) of J.E. Shore and R.W. Johnson (1980) and J.E. Shore (1981) provides an even better power spectrum estimation than the maximum entropy spectral analysis (MESA) by its explicit inclusion of a prior estimate that catches certain important shape features of the unknown true power spectrum. Since the kinds of prior estimates that catch certain important shape features of the unknown true power spectrum are generally hard to determine, a comparison between MESA and MRESA is undertaken in order to justify MRESA. The results indicate that unless the shape information of the true spectrum is correctly caught by the prior spectrum, it is safer to use MESA.
机译:众所周知,JE Shore和RW Johnson(1980)和JE Shore(1981)的最小相对熵谱分析(MRESA)通过最大程度地包含以下内容,提供了比最大熵谱分析(MESA)更好的功率谱估计。捕获未知真实功率谱的某些重要形状特征的先验估计。由于通常难以确定捕获未知真实功率谱的某些重要形状特征的先验估计的种类,因此在MESA和MRESA之间进行比较以证明MRESA是合理的。结果表明,除非真实光谱的形状信息被先前的光谱正确捕获,否则使用MESA会更安全。

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