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Variable-rate source coding theorems for stationary nonergodic sources

机译:平稳非遍历源的可变速率源编码定理

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For a stationary ergodic source, the source coding theorem and its converse imply that the optimal performance theoretically achievable by a fixed-rate or variable-rate block quantizer is equal to the distortion-rate function, which is defined as the infimum of an expected distortion subject to a mutual information constraint. For a stationary nonergodic source, however, the. Distortion-rate function cannot in general be achieved arbitrarily closely by a fixed-rate block code. We show, though, that for any stationary nonergodic source with a Polish alphabet, the distortion-rate function can be achieved arbitrarily closely by a variable-rate block code. We also show that the distortion-rate function of a stationary nonergodic source has a decomposition as the average of the distortion-rate functions of the source's stationary ergodic components, where the average is taken over points on the component distortion-rate functions having the same slope. These results extend previously known results for finite alphabets.
机译:对于固定的遍历源,源编码定理及其反面意味着,固定速率或可变速率块量化器理论上可获得的最佳性能等于失真率函数,该函数定义为预期失真的最小值受相互信息约束。但是,对于固定的非遍历源。通常,不能通过固定速率的分组码来任意接近地实现失真速率功能。但是,我们表明,对于任何带有波兰语字母的平稳非遍历源,可以通过可变速率的分组码任意接近地实现失真率函数。我们还表明,固定非遍历源的畸变率函数分解为源的固定遍历分量的畸变率函数的平均值,其中平均值取于具有相同常数的分量的畸变率函数上的点坡。这些结果扩展了有限字母的先前已知结果。

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