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arXiv 1007.2215nlin.CDmath-phmath.MPphysics.data-an
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如何避免基于递归图的数据分析中的潜在陷阱

How to avoid potential pitfalls in recurrence plot based data analysis

Norbert Marwan

摘要:

递归图和递归量化分析在过去的二十年中变得流行。基于递归的方法一方面在动力系统理论中有着深厚的基础,另一方面也是研究各种问题的有力工具。人们对这些方法的兴趣日益增加,包括滥用和不加批判地应用这些方法的风险日益增加。因此,我们指出潜在的问题和陷阱有关的不同方面的应用递归图和递归量化分析。

英文摘要:

Recurrence plots and recurrence quantification analysis have become popular in the last two decades. Recurrence based methods have on the one hand a deep foundation in the theory of dynamical systems and are on the other hand powerful tools for the investigation of a variety of problems. The increasing interest encompasses the growing risk of misuse and uncritical application of these methods. Therefore, we point out potential problems and pitfalls related to different aspects of the application of recurrence plots and recurrence quantification analysis.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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