Probability of error for the fixed-length source coding of general sources

Probability of error for the fixed-length source coding of general sources
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一般信源定长信源编码的错误概率

DOI:
10.1109/18.923734
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发表时间:
2001
期刊:
IEEE Trans. Inf. Theory
影响因子:
--
通讯作者:
K. Iriyama
K. Iriyama
中科院分区:
--
文献类型:
--
作者:
K. Iriyama

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在这种对应关系中,我们感兴趣的是固定长度的有损源编码的误差指数,其中的源是一般的源,在韩和Verduacute的意义上,包括所有的非平稳和/或非遍历源。该对应关系的目的是建立最小(D,r)-可达码率的统一公式,它是在epsivn(D)~ e-nr(n rnifin)形式的渐近约束下的最小可达码率,其中r是规定的误差指数,epsivn(D)是失真超过水平D的概率,n是码长。对于具有有限字母表的平稳无记忆源,Marton(1974)得到了一个用最小(D,r)-可达率表示的可靠度函数公式。最近,Ihara和Kubo证明了Marton公式在均方保真度准则下对平稳无记忆高斯源仍然成立。在这种对应关系中,它表明,一个公式类似于马顿的公式持有的一般来源。研究了正确译码的误差指数,建立了有损编码中最小可达正确译码率的计算公式
In this correspondence, we are interested in the error exponent of fixed-length lossy source coding, where the sources are general sources, in the sense of Han and Verduacute, including all nonstationary and/or nonergodic sources. The aim of the correspondence is to establish a unified formula for the minimum (D, r)-achievable rate which is the minimum achievable coding rate under asymptotic constraints of the form epsivn(D) ~ e-nr (n rarr infin), where r is the prescribed error exponent, epsivn(D) is the probability of the distortion exceeding a level D, and n is the code-length. For the stationary memoryless source with finite alphabet, Marton (1974) obtained a formula for the reliability function which is expressed in terms of the minimum (D,r)- achievable rate. Recently, Ihara and Kubo proved that the Marton's formula remains true for the stationary memoryless Gaussian source under a mean-squared fidelity criterion. In this correspondence, it is shown that a formula similar to Marton's formula holds for the general sources. The error exponent of correct decoding is also investigated and a formula for the minimum achievable rate of correct decoding in lossy coding is established