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Universal Slepian-Wolf source codes using low-density parity-check matrices

机译:使用低密度奇偶校验矩阵的通用Slepian-Wolf源代码

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Low-density parity-check (LDPC) codes become very popular in channel coding, since they can achieve the performance close maximum-likelihood (ML) decoding with linear complexity of the block length. Muramatsu et al. proposed a code using LDPC matrices for Slepian-Wolf source coding. However, since they employed ML decoding, their code is not universal, that is their decoder needs to know the probability distribution of the source. On the other hand, if there exists a universal code using LDPC matrices, we can arbitrary decrease the error probability for all sources whose achievable rate region contains the rate pair of encoders even if the probability distribution of sources is unknown. To this end, we show the existence of a universal Slepian-Wolf source code using LDPC matrices in the case where the source is stationary memoryless.
机译:低密度奇偶校验(LDPC)码在信道编码中变得非常流行,因为它们可以实现具有块长度线性复杂度的性能接近最大似然(ML)解码。村松等。提出了一种使用LDPC矩阵进行Slepian-Wolf源代码编码的代码。但是,由于他们使用ML解码,因此它们的代码不是通用的,也就是说,他们的解码器需要知道源的概率分布。另一方面,如果存在使用LDPC矩阵的通用代码,则即使源的概率分布未知,我们也可以任意降低其可达到的速率区域包含编码器速率对的所有源的错误概率。为此,在源为固定无内存的情况下,我们显示了使用LDPC矩阵的通用Slepian-Wolf源代码的存在。

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