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On the maximum a posteriori decoding thresholds of multiuser systems with erasures

机译:具有擦除的多用户系统最大后验解码阈值

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A fundamental connection between the belief propagation (BP) and maximum a posteriori (MAP) decoding thresholds was derived by Méasson, Montanari, and Urbanke using the area theorem for extrinsic information transfer (EXIT) curves. This connection allows the MAP threshold, for the binary erasure channel, to be evaluated efficiently via an upper bound that can be shown to be tight in some cases. In this paper, a similar analysis is used to extend these results to several multiuser systems, namely a noisy Slepian-Wolf problem and a multiple-access channel with erasures. The simplicity of these channel models allows for rigorous analysis and enables the derivation of upper bounds on the MAP thresholds using EXIT area theorems. In some cases, one can also show these bounds are tight. One interesting application is that the MAP thresholds can be compared with the BP thresholds of spatially-coupled codes to verify threshold saturation for the corresponding systems.
机译:梅森(Méasson),蒙塔纳里(Montanari)和厄本克(Urbanke)使用面积定理进行外在信息传递(EXIT)曲线,得出信念传播(BP)和最大后验(MAP)解码阈值之间的基本联系。此连接允许通过一个上限来有效地评估二进制擦除通道的MAP阈值,该上限在某些情况下可能会很紧。在本文中,使用类似的分析将这些结果扩展到多个多用户系统,即嘈杂的Slepian-Wolf问题和带有擦除的多址访问通道。这些通道模型的简单性允许进行严格的分析,并可以使用EXIT面积定理推导MAP阈值的上限。在某些情况下,也可以证明这些界限是紧密的。一种有趣的应用是,可以将MAP阈值与空间耦合代码的BP阈值进行比较,以验证相应系统的阈值饱和度。

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