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Fixed-Slope Universal Lossy Coding for Individual Sequences

机译:单个序列的固定斜率通用有损编码

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In a theory of lossy coding of individual sequences, two kinds of coding schemes, the fixedrate coding and the fixed-distortion coding, have been studied. This paper investigates another kind of lossy coding scheme of individual sequences, which is called fixed-slope lossy coding. We show that the optimal cost attainable by the blockwise fixed-slope lossy encoder is equal to the optimal average cost with respect to the overlapping empirical distribution of the given sequence. Moreover, we clarify that the fixed-slope universal lossy block encoder based on the complexity function achieves the optimal cost. As an application of the result, we show that for any ergodic source the sample average of the cost achieved by the lossy block encoder based on the complexity function is asymptotically equal to the optimal cost with probability one.
机译:在单个序列的有损编码理论中,已经研究了固定速率编码和固定失真编码两种编码方案。本文研究了另一种单独序列的有损编码方案,称为固定斜率有损编码。我们表明,就给定序列的重叠经验分布而言,按块固定斜率有损编码器可获得的最佳成本等于最佳平均成本。此外,我们阐明了基于复杂度函数的固定斜率通用有损块编码器可以实现最佳成本。作为结果的应用,我们表明,对于任何遍历源,基于复杂度函数的有损块编码器实现的成本的样本平均值渐近地等于概率为1的最优成本。

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