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Relations between information and estimation in scalar Lamp;#x00E9;vy channels

机译:Scalar L&#x00e9中信息与估计的关系; vy频道

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Fundamental relations between information and estimation have been established in the literature for the scalar Gaussian and Poisson channels. In this work, we demonstrate that such relations hold for a much larger class of observation models. We introduce the natural family of scalar Lévy channels where the distribution of the output conditioned on the input is infinitely divisible. For Lévy channels, we establish new representations relating the mutual information between the channel input and output to an optimal estimation loss, thereby unifying and considerably extending results from the Gaussian and Poissonian settings. We demonstrate the richness of our results by working out two examples of Lévy channels, namely the Gamma channel and the Negative Binomial channel, with corresponding relations between information and estimation. Extensions to the setting of mismatched estimation are also presented.
机译:在标量高斯和泊松渠道的文献中建立了信息和估计之间的基本关系。在这项工作中,我们表明,这种关系对更大类别的观察模型持有。我们介绍了ScalarLévy频道的自然族,其中输入的输出的分布是无限的。对于Lévy频道,我们建立了与最佳估计损失的通道输入和输出之间的互信息相关的新表示,从而统一和大幅扩展了高斯和泊松设置的结果。我们通过借出levy渠道的两个例子,即伽玛通道和负二项式通道的两个例子来证明我们的结果的丰富性,信息和估计之间的相应关系。还介绍了对错配估计的设置的扩展。

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