From c98b5e7217b40707d3856746771bf3119599446d Mon Sep 17 00:00:00 2001 From: Thomas Bury <36854425+ThomasMBury@users.noreply.github.com> Date: Sat, 18 May 2024 21:26:16 -0400 Subject: [PATCH] Update README.md --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 6e1d0a8..ab8a18a 100644 --- a/README.md +++ b/README.md @@ -16,7 +16,7 @@ Many systems in nature and society have the capacity to undergo critical transit The package provides: - - An intuitive, object-oriented framework for working with EWS in a given time series + - An intuitive, object-oriented framework for computing EWS for a given time series - Time series detrending methods using - A Gaussian kernel - LOWESS (Locally Weighted Scatterplot Smoothing) @@ -25,9 +25,9 @@ The package provides: - Autocorrelation (at specified lag times) - Higher-order statistical moments (skewness, kurtosis) - Power spectrum and associated metrics + - Various entropy measures - Computation of Kendall tau values to quantify trends - Application of deep learning classifiers for bifurcation prediction as in [Bury et al. 2021](https://www.pnas.org/doi/10.1073/pnas.2106140118). - - Block-bootstrapping of time-series to obtain confidence intervals on EWS estimates - Visualisation tools to display output - Built-in theoretical models to test EWS