embedded

embedded,data.frame-method

Inferring causation from time series data through empirical dynamic modeling (EDM), with methods such as convergent cross mapping from Sugihara et al. (2012) <doi:10.1126/science.1227079>, partial cross mapping as outlined in Leng et al. (2020) <doi:10.1038/s41467-020-16238-0>, and cross mapping cardinality as described in Tao et al. (2023) <doi:10.1016/j.fmre.2023.01.007>.

Wenbo Lv

tEDM

Temporal Empirical Dynamic Modeling

embedded function

<dl><dt>data</dt>
<dd>observation data.</dd>
<dt>target</dt>
<dd>name of target variable.</dd>
<dt>E</dt>
<dd>(optional) embedding dimensions.</dd>
<dt>tau</dt>
<dd>(optional) step of time lags.</dd></dl>

Arguments

embedding time series data — embedded

<dl>

<dt>data</dt>
<dd>observation data.</dd>


<dt>target</dt>
<dd>name of target variable.</dd>


<dt>E</dt>
<dd>(optional) embedding dimensions.</dd>


<dt>tau</dt>
<dd>(optional) step of time lags.</dd>

</dl>

embedded: embedding time series data

Description

Usage

Value

Arguments

Examples