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Update README.md
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ThomasMBury committed May 19, 2024
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Expand Up @@ -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)
Expand All @@ -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

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