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Kvantifikační analýza rekurencí (RQA)×Entropie přenosu×
OborKomplexní systémyKauzální inference
RodinaMachine learningMachine learning
Rok vzniku20072000
TvůrceMarwan, Romano, Thiel & KurthsThomas Schreiber
TypNonlinear time-series characterizationNon-parametric information-theoretic measure
Původní zdrojMarwan, 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 ↗Schreiber, T. (2000). Measuring information transfer. Physical Review Letters, 85(2), 461–464. DOI ↗
Další názvyRQA, Recurrence Plot Analysis, Nonlinear Recurrence Analysis, Tekrarlama Kantifikasyon AnaliziSchreiber Information Transfer, Directed Information Flow, Conditional Mutual Information (directed), Transfer Entropisi
Příbuzné23
ShrnutíRecurrence 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.Transfer Entropy (TE) is a non-parametric, information-theoretic measure of directed statistical dependence between two time series, introduced by Thomas Schreiber in 2000. Grounded in Shannon entropy, it quantifies how much information the past of one process Y reduces uncertainty about the next state of another process X, beyond what X's own past already provides. Unlike linear correlation or Granger causality, TE captures nonlinear interactions and requires no model assumptions about the underlying dynamics.
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ScholarGatePorovnat metody: Recurrence Quantification Analysis · Transfer Entropy. Získáno 2026-06-18 z https://scholargate.app/cs/compare