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On the use of order statistics for improved detection of signals by the MDL criterion

机译:关于使用顺序统计信息通过MDL准则改进信号检测

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摘要

The minimum description length (MDL) criterion for model selection has been successfully applied to the problem of estimating the number of sources in noise. We show that by employing an order statistics approach in the existing solution, a new processor with uniformly improved performance is constructed at the cost of greater complexity. We prove that the resulting MDL-based processor is consistent. Results of simulations of practical scenarios of interest demonstrate how significant the performance improvement can be.
机译:用于模型选择的最小描述长度(MDL)标准已成功地应用于估计噪声源数量的问题。我们表明,通过在现有解决方案中采用订单统计方法,可以以更高的复杂性为代价构建性能得到统一提高的新处理器。我们证明了最终的基于MDL的处理器是一致的。感兴趣的实际场景的仿真结果表明,性能改进的重要性。

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