plot_time_loading

This function uses <code><a href="https://ggplot2.tidyverse.org/reference/geom_path.html">ggplot2::geom_line()</a></code> in ggplot2 to plot the temporal loading functions from <code>tempted</code>.

TEMPoral TEnsor Decomposition (TEMPTED), is a dimension reduction method for multivariate longitudinal data with varying temporal sampling. It formats the data into a temporal tensor and decomposes it into a summation of low-dimensional components, each consisting of a subject loading vector, a feature loading vector, and a continuous temporal loading function. These loadings provide a low-dimensional representation of subjects or samples and can be used to identify features associated with clusters of subjects or samples. TEMPTED provides the flexibility of allowing subjects to have different temporal sampling, so time points do not need to be binned, and missing time points do not need to be imputed.

Pixu Shi

tempted

Temporal Tensor Decomposition, a Dimensionality Reduction Tool
for Longitudinal Multivariate Data

plot_time_loading function

<dl><dt>res</dt>
<dd>Output of function <code>tempted</code>.</dd>
<dt>r</dt>
<dd>The number of components to plot. By default all the components estimated by <code>tempted</code> will be plotted.</dd>
<dt>...</dt>
<dd>Arguments to put in <code>ggplot2::geom_line(aes(...))</code>.</dd></dl>

Arguments

This function uses <code><a href='https://ggplot2.tidyverse.org/reference/geom_path.html'>ggplot2::geom_line()</a></code> in ggplot2 to plot the temporal loading functions from <code>tempted</code>.

Plot the temporal loading functions — plot_time_loading

<dl>

<dt>res</dt>
<dd>Output of function <code>tempted</code>.</dd>


<dt>r</dt>
<dd>The number of components to plot. By default all the components estimated by <code>tempted</code> will be plotted.</dd>


<dt>...</dt>
<dd>Arguments to put in <code>ggplot2::geom_line(aes(...))</code>.</dd>

</dl>

plot_time_loading: Plot the temporal loading functions

Description

Usage

Value

Arguments

See Also