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Accession Number:
AD1135399
Title:
rEDM: An R Package for Empirical Dynamic Modeling and Convergent Cross Mapping
Report Date:
2019-12-05
Abstract:
Empirical dynamic modeling (EDM) is an emerging non-parametric framework for modeling nonlinear dynamic systems. EDM is based on the mathematicaltheory of reconstructing attractor manifolds from time series data (Takens 1981). The rEDM package collects several EDM methods, including simplexprojection (Sugihara and May 1990), S-map (Sugihara 1994), multivariate embeddings (Dixon et al. 1999), convergent cross mapping (Sugihara et al.2012), and multiview embedding (Ye and Sugihara 2016). Here, we introduce the basic underlying theory, and describe the functionality of the rEDM, usingexamples from both model simulations and real data.
Document Type:
Conference:
Journal:
Pages:
47
File Size:
5.91MB
15-C-0058
(15C0058);
Contracts:
Grants:
Distribution Statement:
Approved For Public Release
