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Recurrence Quantification Analysis

Recurrence Quantification Analysis (RQA) is a nonlinear method for characterizing the dynamics of a time series by quantifying the small-scale structure of its recurrence plot. Introduced in its modern, comprehensive form by Marwan, Romano, Thiel, and Kurths in 2007, RQA extracts scalar measures — such as recurrence rate, determinism, laminarity, and Shannon entropy — that capture periodicity, chaos, stationarity, and transitions in complex dynamical systems.

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Recurrence Quantification Analysis (RQA)

Rekod kaedah taksonomik · ml-model / complex-systems

Marwan, N., Romano, M. C., Thiel, M., & Kurths, J. (2007). Recurrence plots for the analysis of complex systems. Physics Reports, 438(5–6), 237–329. · DOI 10.1016/j.physrep.2006.11.001

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Taxonomic bucketFractal Analysismachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSample Entropymachine-suggested · Relational suggestion, not evidence.