用“确定性- mdl准则”估计接收信号的数量

J. Worms
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引用次数: 2

摘要

本文考虑了一种基于“最小描述长度”理论的估计方法。考虑到G. Schwarz给出的MDL准则的证明,导出了“确定性-MDL准则”,并与Wax等人提出的“特征-MDL准则”进行了比较。在大多数情况下,只有有限数量的采样数据,新准则比“特征-MDL准则”产生更好的估计。数值模拟验证了理论结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Estimating the number of received signals by the "deterministic-MDL-criterion"
In this paper we consider estimation methods, which are based on the theory of "minimum description length" (MDL). Considering the proof of the MDL criterion given by G. Schwarz, the "deterministic-MDL-criterion" is derived and compared to the "eigen-MDL-criterion", proposed by Wax et. al. Having only a restricted number of sampled data in most cases the new criterion leads to better estimates than the "eigen-MDL-criterion". Our theoretical results are validated by numerical simulations.
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