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Length-constrained MAP decoding of variable-length encoded Markov sequences

机译:长度可变的马尔可夫序列的长度受限MAP解码

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摘要

In this paper, we consider the problem of length-constrained maximum a posteriori decoding of a Markov sequence that is variable-length encoded and transmitted over a binary symmetric channel. We convert this problem into one of a maximum-weight k-link path in a weighted directed acyclic graph. The induced graph-optimization problem can be solved by a fast parameterized search algorithm that finds either the optimal solution with high probability, or a good approximate solution otherwise. The proposed algorithm has lower complexity and superior performance than the previous approximation algorithms.
机译:在本文中,我们考虑了长度可变的马尔可夫序列的最大后验解码问题,该序列是可变长度编码并通过二进制对称信道传输的。我们将此问题转换为加权有向无环图中最大权重的k链接路径之一。可以通过快速参数化搜索算法解决诱导图形优化问题,该算法可以高概率找到最优解,否则可以找到好的近似解。与以前的近似算法相比,该算法具有较低的复杂度和优越的性能。

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