Ordinal time series analysis

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Permutation entropy: A nonlinear statistical measure for status characterization of rotary machines (2012, background): “Theoretical framework of permutation entropy The mathematical theorem of the permutation entropy was described in detail in [14,18,31].”
Permutation Entropy and Its Main Biomedical and Econophysics Applications: A Review (2012, background): “Nevertheless, other values of τ might provide additional information, related with the intrinsic time scales of the system [21–24].”
Unraveling the Dyad: Using Recurrence Analysis to Explore Patterns of Syntactic Coordination Between Children and Caregivers in Conversation (2006, background): “In this case, sometimes referred to as “ordinal” or “categorical” (Bandt, 2005; Dale & Spivey, 2005), the situation is relatively simple.”
Order Patterns in Time Series (2007, methodology): “Let us compare u(d) with the autocorrelation function q(d) [actually, u is a diagonal version of Kendall’s tau (Bandt, 2005)].”
Complex network approaches to nonlinear time series analysis (2019, methodology): “This strategy allows utilizing statistical techniques like permutation entropies [70] commonly referred to as ordinal time series analysis methods [327].”