Modeling FunctionsFunctions to construct EDM models |
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Perform univariate forecasting |
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Perform generalized forecasting using simplex projection or s-map |
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Perform convergent cross mapping using simplex projection |
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Take output from ccm and compute means as a function of library size. |
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Perform forecasting using multiview embedding |
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(univariate) Time-Delay Embedding forecasting using Gaussian Processes |
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(generalized) Block forecasting using Gaussian Processes |
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Surrogate Data FunctionsFunctions to generate surrogate time series data |
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Generate surrogate data for permutation/randomization tests |
Miscellaneous Helper Functions |
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Compute performance metrics for predictions |
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Make a lagged block for multiview |
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Randomization test for nonlinearity using S-maps and surrogate data |
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DatasetsExample datasets included with the package. |
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Time series for a three-species coupled model. |
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Biodiversity data at the Cedar Creek LTER |
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Time series for the Paramecium-Didinium laboratory experiment |
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Time series for the California Current Anchovy-Sardine-SST system |
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Time series for sockeye salmon returns. |
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Time series for a tent map with mu = 2. |
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Apple-blossom Thrips time series |
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Time series for a two-species coupled model. |