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authorJohannes Ranke <jranke@uni-bremen.de>2020-04-15 18:13:04 +0200
committerJohannes Ranke <jranke@uni-bremen.de>2020-04-15 19:00:06 +0200
commit42171ba55222383a0d47e5aacd46a972819e7812 (patch)
tree190320919fe83aece30b654bfeb7687241e36f99 /docs/reference
parent637bd14fed5ab8a615f0d879012f12c59e1532a4 (diff)
Include random effects in starting parameters
- mean_degparms() now optionally returns starting values for fixed and random effects, which makes it possible to obtain acceptable fits also in more difficult cases (with more parameters) - Fix the anova method, as it is currently not enough to inherit from lme: https://bugs.r-project.org/bugzilla/show_bug.cgi?id=17761 - Show fit information, and per default also errmin information in plot.nlme.mmkin() - Examples for nlme.mmkin: Decrease tolerance and increase the number of iterations in the PNLS step in order to be able to fit FOMC-SFO and DFOP-SFO
Diffstat (limited to 'docs/reference')
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-rw-r--r--docs/reference/plot.nlme.mmkin.html22
17 files changed, 200 insertions, 84 deletions
diff --git a/docs/reference/index.html b/docs/reference/index.html
index 3c5f1b38..f4de5bd8 100644
--- a/docs/reference/index.html
+++ b/docs/reference/index.html
@@ -281,7 +281,7 @@ of an mmkin object</p></td>
<tr>
<td>
- <p><code><a href="nlme.mmkin.html">nlme(<i>&lt;mmkin&gt;</i>)</a></code> </p>
+ <p><code><a href="nlme.mmkin.html">nlme(<i>&lt;mmkin&gt;</i>)</a></code> <code><a href="nlme.mmkin.html">print(<i>&lt;nlme.mmkin&gt;</i>)</a></code> <code><a href="nlme.mmkin.html">update(<i>&lt;nlme.mmkin&gt;</i>)</a></code> </p>
</td>
<td><p>Create an nlme model for an mmkin row object</p></td>
</tr><tr>
diff --git a/docs/reference/nlme.html b/docs/reference/nlme.html
index 981845fe..70c6b63c 100644
--- a/docs/reference/nlme.html
+++ b/docs/reference/nlme.html
@@ -144,7 +144,7 @@ datasets.</p>
<pre class="usage"><span class='fu'>nlme_function</span>(<span class='no'>object</span>)
-<span class='fu'>mean_degparms</span>(<span class='no'>object</span>)
+<span class='fu'>mean_degparms</span>(<span class='no'>object</span>, <span class='kw'>random</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>)
<span class='fu'>nlme_data</span>(<span class='no'>object</span>)</pre>
@@ -155,13 +155,23 @@ datasets.</p>
<th>object</th>
<td><p>An mmkin row object containing several fits of the same model to different datasets</p></td>
</tr>
+ <tr>
+ <th>random</th>
+ <td><p>Should a list with fixed and random effects be returned?</p></td>
+ </tr>
</table>
<h2 class="hasAnchor" id="value"><a class="anchor" href="#value"></a>Value</h2>
<p>A function that can be used with nlme</p>
-<p>A named vector containing mean values of the fitted degradation model parameters</p>
+<p>If random is FALSE (default), a named vector containing mean values
+ of the fitted degradation model parameters. If random is TRUE, a list with
+ fixed and random effects, in the format required by the start argument of
+ nlme for the case of a single grouping variable ds?</p>
<p>A <code><a href='https://rdrr.io/pkg/nlme/man/groupedData.html'>groupedData</a></code> object</p>
+ <h2 class="hasAnchor" id="see-also"><a class="anchor" href="#see-also"></a>See also</h2>
+
+ <div class='dont-index'><p><code><a href='nlme.mmkin.html'>nlme.mmkin</a></code></p></div>
<h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
<pre class="examples"><div class='input'><span class='no'>sampling_times</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>0</span>, <span class='fl'>1</span>, <span class='fl'>3</span>, <span class='fl'>7</span>, <span class='fl'>14</span>, <span class='fl'>28</span>, <span class='fl'>60</span>, <span class='fl'>90</span>, <span class='fl'>120</span>)
@@ -226,68 +236,9 @@ datasets.</p>
#&gt; -2.6169360 -0.2185329 0.0574070 0.5720937 3.0459868
#&gt;
#&gt; Number of Observations: 49
-#&gt; Number of Groups: 3 </div><div class='input'><span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='fu'><a href='https://rdrr.io/pkg/nlme/man/augPred.html'>augPred</a></span>(<span class='no'>m_nlme</span>, <span class='kw'>level</span> <span class='kw'>=</span> <span class='fl'>0</span>:<span class='fl'>1</span>), <span class='kw'>layout</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>3</span>, <span class='fl'>1</span>))</div><div class='img'><img src='nlme-1.png' alt='' width='700' height='433' /></div><div class='input'>
-<span class='co'># \dontrun{</span>
- <span class='co'># Test on some real data</span>
- <span class='no'>ds_2</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/lapply.html'>lapply</a></span>(<span class='no'>experimental_data_for_UBA_2019</span>[<span class='fl'>6</span>:<span class='fl'>10</span>],
- <span class='kw'>function</span>(<span class='no'>x</span>) <span class='no'>x</span>$<span class='no'>data</span>[<span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"name"</span>, <span class='st'>"time"</span>, <span class='st'>"value"</span>)])
- <span class='no'>m_sfo_sfo</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='mkinmod.html'>mkinmod</a></span>(<span class='kw'>parent</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"SFO"</span>, <span class='st'>"A1"</span>),
- <span class='kw'>A1</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"SFO"</span>), <span class='kw'>use_of_ff</span> <span class='kw'>=</span> <span class='st'>"min"</span>)</div><div class='output co'>#&gt; <span class='message'>Successfully compiled differential equation model from auto-generated C code.</span></div><div class='input'> <span class='no'>m_sfo_sfo_ff</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='mkinmod.html'>mkinmod</a></span>(<span class='kw'>parent</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"SFO"</span>, <span class='st'>"A1"</span>),
- <span class='kw'>A1</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"SFO"</span>), <span class='kw'>use_of_ff</span> <span class='kw'>=</span> <span class='st'>"max"</span>)</div><div class='output co'>#&gt; <span class='message'>Successfully compiled differential equation model from auto-generated C code.</span></div><div class='input'> <span class='no'>m_fomc_sfo</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='mkinmod.html'>mkinmod</a></span>(<span class='kw'>parent</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"FOMC"</span>, <span class='st'>"A1"</span>),
- <span class='kw'>A1</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"SFO"</span>))</div><div class='output co'>#&gt; <span class='message'>Successfully compiled differential equation model from auto-generated C code.</span></div><div class='input'> <span class='no'>m_dfop_sfo</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='mkinmod.html'>mkinmod</a></span>(<span class='kw'>parent</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"DFOP"</span>, <span class='st'>"A1"</span>),
- <span class='kw'>A1</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"SFO"</span>))</div><div class='output co'>#&gt; <span class='message'>Successfully compiled differential equation model from auto-generated C code.</span></div><div class='input'> <span class='no'>m_sforb_sfo</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='mkinmod.html'>mkinmod</a></span>(<span class='kw'>parent</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"SFORB"</span>, <span class='st'>"A1"</span>),
- <span class='kw'>A1</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"SFO"</span>))</div><div class='output co'>#&gt; <span class='message'>Successfully compiled differential equation model from auto-generated C code.</span></div><div class='input'>
- <span class='no'>f_2</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='mmkin.html'>mmkin</a></span>(<span class='fu'><a href='https://rdrr.io/r/base/list.html'>list</a></span>(<span class='st'>"SFO-SFO"</span> <span class='kw'>=</span> <span class='no'>m_sfo_sfo</span>,
- <span class='st'>"SFO-SFO-ff"</span> <span class='kw'>=</span> <span class='no'>m_sfo_sfo_ff</span>,
- <span class='st'>"FOMC-SFO"</span> <span class='kw'>=</span> <span class='no'>m_fomc_sfo</span>,
- <span class='st'>"DFOP-SFO"</span> <span class='kw'>=</span> <span class='no'>m_dfop_sfo</span>,
- <span class='st'>"SFORB-SFO"</span> <span class='kw'>=</span> <span class='no'>m_sforb_sfo</span>),
- <span class='no'>ds_2</span>)
-
- <span class='no'>grouped_data_2</span> <span class='kw'>&lt;-</span> <span class='fu'>nlme_data</span>(<span class='no'>f_2</span>[<span class='st'>"SFO-SFO"</span>, ])
-
- <span class='no'>mean_dp_sfo_sfo</span> <span class='kw'>&lt;-</span> <span class='fu'>mean_degparms</span>(<span class='no'>f_2</span>[<span class='st'>"SFO-SFO"</span>, ])
- <span class='no'>mean_dp_sfo_sfo_ff</span> <span class='kw'>&lt;-</span> <span class='fu'>mean_degparms</span>(<span class='no'>f_2</span>[<span class='st'>"SFO-SFO-ff"</span>, ])
- <span class='no'>mean_dp_fomc_sfo</span> <span class='kw'>&lt;-</span> <span class='fu'>mean_degparms</span>(<span class='no'>f_2</span>[<span class='st'>"FOMC-SFO"</span>, ])
- <span class='no'>mean_dp_dfop_sfo</span> <span class='kw'>&lt;-</span> <span class='fu'>mean_degparms</span>(<span class='no'>f_2</span>[<span class='st'>"DFOP-SFO"</span>, ])
- <span class='no'>mean_dp_sforb_sfo</span> <span class='kw'>&lt;-</span> <span class='fu'>mean_degparms</span>(<span class='no'>f_2</span>[<span class='st'>"SFORB-SFO"</span>, ])
-
- <span class='no'>nlme_f_sfo_sfo</span> <span class='kw'>&lt;-</span> <span class='fu'>nlme_function</span>(<span class='no'>f_2</span>[<span class='st'>"SFO-SFO"</span>, ])
- <span class='no'>nlme_f_sfo_sfo_ff</span> <span class='kw'>&lt;-</span> <span class='fu'>nlme_function</span>(<span class='no'>f_2</span>[<span class='st'>"SFO-SFO-ff"</span>, ])
- <span class='no'>nlme_f_fomc_sfo</span> <span class='kw'>&lt;-</span> <span class='fu'>nlme_function</span>(<span class='no'>f_2</span>[<span class='st'>"FOMC-SFO"</span>, ])
- <span class='fu'><a href='https://rdrr.io/r/base/assign.html'>assign</a></span>(<span class='st'>"nlme_f_sfo_sfo"</span>, <span class='no'>nlme_f_sfo_sfo</span>, <span class='fu'><a href='https://rdrr.io/r/base/environment.html'>globalenv</a></span>())
- <span class='fu'><a href='https://rdrr.io/r/base/assign.html'>assign</a></span>(<span class='st'>"nlme_f_sfo_sfo_ff"</span>, <span class='no'>nlme_f_sfo_sfo_ff</span>, <span class='fu'><a href='https://rdrr.io/r/base/environment.html'>globalenv</a></span>())
- <span class='fu'><a href='https://rdrr.io/r/base/assign.html'>assign</a></span>(<span class='st'>"nlme_f_fomc_sfo"</span>, <span class='no'>nlme_f_fomc_sfo</span>, <span class='fu'><a href='https://rdrr.io/r/base/environment.html'>globalenv</a></span>())
-
- <span class='co'># Allowing for correlations between random effects (not shown)</span>
- <span class='co'># leads to non-convergence</span>
- <span class='no'>f_nlme_sfo_sfo</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/pkg/nlme/man/nlme.html'>nlme</a></span>(<span class='no'>value</span> ~ <span class='fu'>nlme_f_sfo_sfo</span>(<span class='no'>name</span>, <span class='no'>time</span>,
- <span class='no'>parent_0</span>, <span class='no'>log_k_parent_sink</span>, <span class='no'>log_k_parent_A1</span>, <span class='no'>log_k_A1_sink</span>),
- <span class='kw'>data</span> <span class='kw'>=</span> <span class='no'>grouped_data_2</span>,
- <span class='kw'>fixed</span> <span class='kw'>=</span> <span class='no'>parent_0</span> + <span class='no'>log_k_parent_sink</span> + <span class='no'>log_k_parent_A1</span> + <span class='no'>log_k_A1_sink</span> ~ <span class='fl'>1</span>,
- <span class='kw'>random</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/pkg/nlme/man/pdDiag.html'>pdDiag</a></span>(<span class='no'>parent_0</span> + <span class='no'>log_k_parent_sink</span> + <span class='no'>log_k_parent_A1</span> + <span class='no'>log_k_A1_sink</span> ~ <span class='fl'>1</span>),
- <span class='kw'>start</span> <span class='kw'>=</span> <span class='no'>mean_dp_sfo_sfo</span>)
- <span class='co'># augPred does not see to work on this object, so no plot is shown</span>
-
- <span class='co'># The same model fitted with transformed formation fractions does not converge</span>
- <span class='no'>f_nlme_sfo_sfo_ff</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/pkg/nlme/man/nlme.html'>nlme</a></span>(<span class='no'>value</span> ~ <span class='fu'>nlme_f_sfo_sfo_ff</span>(<span class='no'>name</span>, <span class='no'>time</span>,
- <span class='no'>parent_0</span>, <span class='no'>log_k_parent</span>, <span class='no'>log_k_A1</span>, <span class='no'>f_parent_ilr_1</span>),
- <span class='kw'>data</span> <span class='kw'>=</span> <span class='no'>grouped_data_2</span>,
- <span class='kw'>fixed</span> <span class='kw'>=</span> <span class='no'>parent_0</span> + <span class='no'>log_k_parent</span> + <span class='no'>log_k_A1</span> + <span class='no'>f_parent_ilr_1</span> ~ <span class='fl'>1</span>,
- <span class='kw'>random</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/pkg/nlme/man/pdDiag.html'>pdDiag</a></span>(<span class='no'>parent_0</span> + <span class='no'>log_k_parent</span> + <span class='no'>log_k_A1</span> + <span class='no'>f_parent_ilr_1</span> ~ <span class='fl'>1</span>),
- <span class='kw'>start</span> <span class='kw'>=</span> <span class='no'>mean_dp_sfo_sfo_ff</span>)</div><div class='output co'>#&gt; <span class='error'>Error in nlme.formula(value ~ nlme_f_sfo_sfo_ff(name, time, parent_0, log_k_parent, log_k_A1, f_parent_ilr_1), data = grouped_data_2, fixed = parent_0 + log_k_parent + log_k_A1 + f_parent_ilr_1 ~ 1, random = pdDiag(parent_0 + log_k_parent + log_k_A1 + f_parent_ilr_1 ~ 1), start = mean_dp_sfo_sfo_ff): step halving factor reduced below minimum in PNLS step</span></div><div class='input'>
- <span class='no'>f_nlme_fomc_sfo</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/pkg/nlme/man/nlme.html'>nlme</a></span>(<span class='no'>value</span> ~ <span class='fu'>nlme_f_fomc_sfo</span>(<span class='no'>name</span>, <span class='no'>time</span>,
- <span class='no'>parent_0</span>, <span class='no'>log_alpha</span>, <span class='no'>log_beta</span>, <span class='no'>log_k_A1</span>, <span class='no'>f_parent_ilr_1</span>),
- <span class='kw'>data</span> <span class='kw'>=</span> <span class='no'>grouped_data_2</span>,
- <span class='kw'>fixed</span> <span class='kw'>=</span> <span class='no'>parent_0</span> + <span class='no'>log_alpha</span> + <span class='no'>log_beta</span> + <span class='no'>log_k_A1</span> + <span class='no'>f_parent_ilr_1</span> ~ <span class='fl'>1</span>,
- <span class='kw'>random</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/pkg/nlme/man/pdDiag.html'>pdDiag</a></span>(<span class='no'>parent_0</span> + <span class='no'>log_alpha</span> + <span class='no'>log_beta</span> + <span class='no'>log_k_A1</span> + <span class='no'>f_parent_ilr_1</span> ~ <span class='fl'>1</span>),
- <span class='kw'>start</span> <span class='kw'>=</span> <span class='no'>mean_dp_fomc_sfo</span>)
-
- <span class='co'># DFOP-SFO and SFORB-SFO did not converge with full random effects</span>
-
- <span class='fu'><a href='https://rdrr.io/r/stats/anova.html'>anova</a></span>(<span class='no'>f_nlme_fomc_sfo</span>, <span class='no'>f_nlme_sfo_sfo</span>)</div><div class='output co'>#&gt; Model df AIC BIC logLik Test L.Ratio p-value
-#&gt; f_nlme_fomc_sfo 1 11 932.5817 967.0755 -455.2909
-#&gt; f_nlme_sfo_sfo 2 9 1089.2492 1117.4714 -535.6246 1 vs 2 160.6675 &lt;.0001</div><div class='input'># }
+#&gt; Number of Groups: 3 </div><div class='input'><span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='fu'><a href='https://rdrr.io/pkg/nlme/man/augPred.html'>augPred</a></span>(<span class='no'>m_nlme</span>, <span class='kw'>level</span> <span class='kw'>=</span> <span class='fl'>0</span>:<span class='fl'>1</span>), <span class='kw'>layout</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>3</span>, <span class='fl'>1</span>))</div><div class='img'><img src='nlme-1.png' alt='' width='700' height='433' /></div><div class='input'># augPred does not seem to work on fits with more than one state
+# variable
+
</div></pre>
</div>
<div class="col-md-3 hidden-xs hidden-sm" id="sidebar">
@@ -295,6 +246,7 @@ datasets.</p>
<ul class="nav nav-pills nav-stacked">
<li><a href="#arguments">Arguments</a></li>
<li><a href="#value">Value</a></li>
+ <li><a href="#see-also">See also</a></li>
<li><a href="#examples">Examples</a></li>
</ul>
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diff --git a/docs/reference/nlme.mmkin.html b/docs/reference/nlme.mmkin.html
index e1b1ff77..01287dda 100644
--- a/docs/reference/nlme.mmkin.html
+++ b/docs/reference/nlme.mmkin.html
@@ -156,7 +156,13 @@ have been obtained by fitting the same model to a list of datasets.</p>
<span class='no'>naPattern</span>,
<span class='kw'>control</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/list.html'>list</a></span>(),
<span class='kw'>verbose</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>
-)</pre>
+)
+
+<span class='co'># S3 method for nlme.mmkin</span>
+<span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span>(<span class='no'>x</span>, <span class='no'>...</span>)
+
+<span class='co'># S3 method for nlme.mmkin</span>
+<span class='fu'><a href='https://rdrr.io/r/stats/update.html'>update</a></span>(<span class='no'>object</span>, <span class='no'>...</span>)</pre>
<h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
<table class="ref-arguments">
@@ -167,7 +173,7 @@ have been obtained by fitting the same model to a list of datasets.</p>
</tr>
<tr>
<th>data</th>
- <td><p>Ignored, data are taken from the mmkin model</p></td>
+ <td><p>Should the data be printed?</p></td>
</tr>
<tr>
<th>fixed</th>
@@ -220,6 +226,18 @@ parameters taken from the mmkin object are used</p></td>
<th>verbose</th>
<td><p>passed to nlme</p></td>
</tr>
+ <tr>
+ <th>x</th>
+ <td><p>An nlme.mmkin object to print</p></td>
+ </tr>
+ <tr>
+ <th>...</th>
+ <td><p>Update specifications passed to update.nlme</p></td>
+ </tr>
+ <tr>
+ <th>object</th>
+ <td><p>An nlme.mmkin object to update</p></td>
+ </tr>
</table>
<h2 class="hasAnchor" id="value"><a class="anchor" href="#value"></a>Value</h2>
@@ -236,24 +254,26 @@ parameters taken from the mmkin object are used</p></td>
<span class='no'>f</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='mmkin.html'>mmkin</a></span>(<span class='st'>"SFO"</span>, <span class='no'>ds</span>, <span class='kw'>quiet</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>, <span class='kw'>cores</span> <span class='kw'>=</span> <span class='fl'>1</span>)
<span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>nlme</span>)
<span class='no'>f_nlme</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/pkg/nlme/man/nlme.html'>nlme</a></span>(<span class='no'>f</span>)
-<span class='fu'><a href='https://rdrr.io/pkg/nlme/man/nlme.html'>nlme</a></span>(<span class='no'>f</span>, <span class='kw'>random</span> <span class='kw'>=</span> <span class='no'>parent_0</span> ~ <span class='fl'>1</span>)</div><div class='output co'>#&gt; Nonlinear mixed-effects model fit by maximum likelihood
+<span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span>(<span class='no'>f_nlme</span>)</div><div class='output co'>#&gt; Nonlinear mixed-effects model fit by maximum likelihood
#&gt; Model: value ~ deg_func(name, time, parent_0, log_k_parent_sink)
-#&gt; Data: structure(list(ds = structure(c(1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L), .Label = c("1", "2", "3", "4", "5"), class = c("ordered", "factor")), name = c("parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent"), time = c(0, 0, 3, 3, 6, 6, 10, 10, 20, 20, 34, 34, 55, 55, 90, 90, 112, 112, 132, 132, 0, 0, 3, 3, 7, 7, 14, 14, 30, 30, 60, 60, 90, 90, 120, 120, 180, 180, 0, 0, 1, 1, 3, 3, 8, 8, 14, 14, 27, 27, 48, 48, 70, 70, 0, 0, 1, 1, 3, 3, 8, 8, 14, 14, 27, 27, 48, 48, 70, 70, 91, 91, 120, 120, 0, 0, 8, 8, 14, 14, 21, 21, 41, 41, 63, 63, 91, 91, 120, 120), value = c(97.2, 96.4, 71.1, 69.2, 58.1, 56.6, 44.4, 43.4, 33.3, 29.2, 17.6, 18, 10.5, 9.3, 4.5, 4.7, 3, 3.4, 2.3, 2.7, 93.6, 92.3, 87, 82.2, 74, 73.9, 64.2, 69.5, 54, 54.6, 41.1, 38.4, 32.5, 35.5, 28.1, 29, 26.5, 27.6, 91.9, 90.8, 64.9, 66.2, 43.5, 44.1, 18.3, 18.1, 10.2, 10.8, 4.9, 3.3, 1.6, 1.5, 1.1, 0.9, 99.8, 98.3, 77.1, 77.2, 59, 58.1, 27.4, 29.2, 19.1, 29.6, 10.1, 18.2, 4.5, 9.1, 2.3, 2.9, 2, 1.8, 2, 2.2, 96.1, 94.3, 73.9, 73.9, 69.4, 73.1, 65.6, 65.3, 55.9, 54.4, 47, 49.3, 44.7, 46.7, 42.1, 41.3)), row.names = c(NA, -90L), class = c("nfnGroupedData", "nfGroupedData", "groupedData", "data.frame"), formula = value ~ time | ds, FUN = function (x) max(x, na.rm = TRUE), order.groups = FALSE)
-#&gt; Log-likelihood: -394.4901
+#&gt; Data: "Not shown"
+#&gt; Log-likelihood: -307.5269
#&gt; Fixed: list(parent_0 ~ 1, log_k_parent_sink ~ 1)
#&gt; parent_0 log_k_parent_sink
-#&gt; 73.985522 -3.869079
+#&gt; 85.541149 -3.229596
#&gt;
#&gt; Random effects:
-#&gt; Formula: parent_0 ~ 1 | ds
-#&gt; parent_0 Residual
-#&gt; StdDev: 18.6134 18.22029
+#&gt; Formula: list(parent_0 ~ 1, log_k_parent_sink ~ 1)
+#&gt; Level: ds
+#&gt; Structure: Diagonal
+#&gt; parent_0 log_k_parent_sink Residual
+#&gt; StdDev: 1.30857 1.288591 6.304906
#&gt;
#&gt; Number of Observations: 90
-#&gt; Number of Groups: 5 </div><div class='input'><span class='no'>f_nlme</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/pkg/nlme/man/nlme.html'>nlme</a></span>(<span class='no'>f</span>, <span class='kw'>start</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='kw'>parent_0</span> <span class='kw'>=</span> <span class='fl'>100</span>, <span class='kw'>log_k_parent_sink</span> <span class='kw'>=</span> <span class='fl'>0.1</span>))
-<span class='fu'><a href='https://rdrr.io/r/stats/update.html'>update</a></span>(<span class='no'>f_nlme</span>, <span class='kw'>random</span> <span class='kw'>=</span> <span class='no'>parent_0</span> ~ <span class='fl'>1</span>)</div><div class='output co'>#&gt; Nonlinear mixed-effects model fit by maximum likelihood
+#&gt; Number of Groups: 5 </div><div class='input'><span class='no'>f_nlme_2</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/pkg/nlme/man/nlme.html'>nlme</a></span>(<span class='no'>f</span>, <span class='kw'>start</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='kw'>parent_0</span> <span class='kw'>=</span> <span class='fl'>100</span>, <span class='kw'>log_k_parent_sink</span> <span class='kw'>=</span> <span class='fl'>0.1</span>))
+<span class='fu'><a href='https://rdrr.io/r/stats/update.html'>update</a></span>(<span class='no'>f_nlme_2</span>, <span class='kw'>random</span> <span class='kw'>=</span> <span class='no'>parent_0</span> ~ <span class='fl'>1</span>)</div><div class='output co'>#&gt; Nonlinear mixed-effects model fit by maximum likelihood
#&gt; Model: value ~ deg_func(name, time, parent_0, log_k_parent_sink)
-#&gt; Data: structure(list(ds = structure(c(1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L), .Label = c("1", "2", "3", "4", "5"), class = c("ordered", "factor")), name = c("parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent", "parent"), time = c(0, 0, 3, 3, 6, 6, 10, 10, 20, 20, 34, 34, 55, 55, 90, 90, 112, 112, 132, 132, 0, 0, 3, 3, 7, 7, 14, 14, 30, 30, 60, 60, 90, 90, 120, 120, 180, 180, 0, 0, 1, 1, 3, 3, 8, 8, 14, 14, 27, 27, 48, 48, 70, 70, 0, 0, 1, 1, 3, 3, 8, 8, 14, 14, 27, 27, 48, 48, 70, 70, 91, 91, 120, 120, 0, 0, 8, 8, 14, 14, 21, 21, 41, 41, 63, 63, 91, 91, 120, 120), value = c(97.2, 96.4, 71.1, 69.2, 58.1, 56.6, 44.4, 43.4, 33.3, 29.2, 17.6, 18, 10.5, 9.3, 4.5, 4.7, 3, 3.4, 2.3, 2.7, 93.6, 92.3, 87, 82.2, 74, 73.9, 64.2, 69.5, 54, 54.6, 41.1, 38.4, 32.5, 35.5, 28.1, 29, 26.5, 27.6, 91.9, 90.8, 64.9, 66.2, 43.5, 44.1, 18.3, 18.1, 10.2, 10.8, 4.9, 3.3, 1.6, 1.5, 1.1, 0.9, 99.8, 98.3, 77.1, 77.2, 59, 58.1, 27.4, 29.2, 19.1, 29.6, 10.1, 18.2, 4.5, 9.1, 2.3, 2.9, 2, 1.8, 2, 2.2, 96.1, 94.3, 73.9, 73.9, 69.4, 73.1, 65.6, 65.3, 55.9, 54.4, 47, 49.3, 44.7, 46.7, 42.1, 41.3)), row.names = c(NA, -90L), class = c("nfnGroupedData", "nfGroupedData", "groupedData", "data.frame"), formula = value ~ time | ds, FUN = function (x) max(x, na.rm = TRUE), order.groups = FALSE)
+#&gt; Data: "Not shown"
#&gt; Log-likelihood: -404.3729
#&gt; Fixed: list(parent_0 ~ 1, log_k_parent_sink ~ 1)
#&gt; parent_0 log_k_parent_sink
@@ -265,7 +285,133 @@ parameters taken from the mmkin object are used</p></td>
#&gt; StdDev: 0.002416792 21.63027
#&gt;
#&gt; Number of Observations: 90
-#&gt; Number of Groups: 5 </div></pre>
+#&gt; Number of Groups: 5 </div><div class='input'><span class='co'># \dontrun{</span>
+ <span class='co'># Test on some real data</span>
+ <span class='no'>ds_2</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/lapply.html'>lapply</a></span>(<span class='no'>experimental_data_for_UBA_2019</span>[<span class='fl'>6</span>:<span class='fl'>10</span>],
+ <span class='kw'>function</span>(<span class='no'>x</span>) <span class='no'>x</span>$<span class='no'>data</span>[<span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"name"</span>, <span class='st'>"time"</span>, <span class='st'>"value"</span>)])
+ <span class='no'>m_sfo_sfo</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='mkinmod.html'>mkinmod</a></span>(<span class='kw'>parent</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"SFO"</span>, <span class='st'>"A1"</span>),
+ <span class='kw'>A1</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"SFO"</span>), <span class='kw'>use_of_ff</span> <span class='kw'>=</span> <span class='st'>"min"</span>, <span class='kw'>quiet</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>)
+ <span class='no'>m_sfo_sfo_ff</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='mkinmod.html'>mkinmod</a></span>(<span class='kw'>parent</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"SFO"</span>, <span class='st'>"A1"</span>),
+ <span class='kw'>A1</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"SFO"</span>), <span class='kw'>use_of_ff</span> <span class='kw'>=</span> <span class='st'>"max"</span>, <span class='kw'>quiet</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>)
+ <span class='no'>m_fomc_sfo</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='mkinmod.html'>mkinmod</a></span>(<span class='kw'>parent</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"FOMC"</span>, <span class='st'>"A1"</span>),
+ <span class='kw'>A1</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"SFO"</span>), <span class='kw'>quiet</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>)
+ <span class='no'>m_dfop_sfo</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='mkinmod.html'>mkinmod</a></span>(<span class='kw'>parent</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"DFOP"</span>, <span class='st'>"A1"</span>),
+ <span class='kw'>A1</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"SFO"</span>), <span class='kw'>quiet</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>)
+
+ <span class='no'>f_2</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='mmkin.html'>mmkin</a></span>(<span class='fu'><a href='https://rdrr.io/r/base/list.html'>list</a></span>(<span class='st'>"SFO-SFO"</span> <span class='kw'>=</span> <span class='no'>m_sfo_sfo</span>,
+ <span class='st'>"SFO-SFO-ff"</span> <span class='kw'>=</span> <span class='no'>m_sfo_sfo_ff</span>,
+ <span class='st'>"FOMC-SFO"</span> <span class='kw'>=</span> <span class='no'>m_fomc_sfo</span>,
+ <span class='st'>"DFOP-SFO"</span> <span class='kw'>=</span> <span class='no'>m_dfop_sfo</span>),
+ <span class='no'>ds_2</span>, <span class='kw'>quiet</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>)
+ <span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='no'>f_2</span>[<span class='st'>"SFO-SFO"</span>, <span class='fl'>3</span>:<span class='fl'>4</span>]) <span class='co'># Separate fits for datasets 3 and 4</span></div><div class='img'><img src='nlme.mmkin-1.png' alt='' width='700' height='433' /></div><div class='input'>
+ <span class='no'>f_nlme_sfo_sfo</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/pkg/nlme/man/nlme.html'>nlme</a></span>(<span class='no'>f_2</span>[<span class='st'>"SFO-SFO"</span>, ])
+ <span class='co'># plot(f_nlme_sfo_sfo) # not feasible with pkgdown figures</span>
+ <span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='no'>f_nlme_sfo_sfo</span>, <span class='fl'>3</span>:<span class='fl'>4</span>) <span class='co'># Global mixed model: Fits for datasets 3 and 4</span></div><div class='img'><img src='nlme.mmkin-2.png' alt='' width='700' height='433' /></div><div class='input'>
+ <span class='co'># With formation fractions</span>
+ <span class='no'>f_nlme_sfo_sfo_ff</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/pkg/nlme/man/nlme.html'>nlme</a></span>(<span class='no'>f_2</span>[<span class='st'>"SFO-SFO-ff"</span>, ])
+ <span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='no'>f_nlme_sfo_sfo_ff</span>, <span class='fl'>3</span>:<span class='fl'>4</span>) <span class='co'># chi2 different due to different df attribution</span></div><div class='img'><img src='nlme.mmkin-3.png' alt='' width='700' height='433' /></div><div class='input'>
+ <span class='co'># For more parameters, we need to increase pnlsMaxIter and the tolerance</span>
+ <span class='co'># to get convergence</span>
+ <span class='no'>f_nlme_fomc_sfo</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/pkg/nlme/man/nlme.html'>nlme</a></span>(<span class='no'>f_2</span>[<span class='st'>"FOMC-SFO"</span>, ],
+ <span class='kw'>control</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/list.html'>list</a></span>(<span class='kw'>pnlsMaxIter</span> <span class='kw'>=</span> <span class='fl'>100</span>, <span class='kw'>tolerance</span> <span class='kw'>=</span> <span class='fl'>1e-4</span>), <span class='kw'>verbose</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>)</div><div class='output co'>#&gt;
+#&gt; **Iteration 1
+#&gt; LME step: Loglik: -394.1603, nlminb iterations: 2
+#&gt; reStruct parameters:
+#&gt; ds1 ds2 ds3 ds4 ds5
+#&gt; -0.2079984 0.8563873 1.7454146 1.0917723 1.2756924
+#&gt; Beginning PNLS step: .. completed fit_nlme() step.
+#&gt; PNLS step: RSS = 643.8786
+#&gt; fixed effects: 94.17379 -5.473199 -0.6970239 -0.2025094 2.103883
+#&gt; iterations: 100
+#&gt; Convergence crit. (must all become &lt;= tolerance = 0.0001):
+#&gt; fixed reStruct
+#&gt; 0.7865373 0.1448077
+#&gt;
+#&gt; **Iteration 2
+#&gt; LME step: Loglik: -396.3824, nlminb iterations: 7
+#&gt; reStruct parameters:
+#&gt; ds1 ds2 ds3 ds4 ds5
+#&gt; -1.712408e-01 -2.680989e-05 1.842119e+00 1.073975e+00 1.322924e+00
+#&gt; Beginning PNLS step: .. completed fit_nlme() step.
+#&gt; PNLS step: RSS = 643.8022
+#&gt; fixed effects: 94.17385 -5.473491 -0.6970405 -0.202514 2.103871
+#&gt; iterations: 100
+#&gt; Convergence crit. (must all become &lt;= tolerance = 0.0001):
+#&gt; fixed reStruct
+#&gt; 5.341904e-05 1.227073e-03
+#&gt;
+#&gt; **Iteration 3
+#&gt; LME step: Loglik: -396.3825, nlminb iterations: 7
+#&gt; reStruct parameters:
+#&gt; ds1 ds2 ds3 ds4 ds5
+#&gt; -0.1712484347 -0.0001513555 1.8420964843 1.0739800649 1.3229176990
+#&gt; Beginning PNLS step: .. completed fit_nlme() step.
+#&gt; PNLS step: RSS = 643.7947
+#&gt; fixed effects: 94.17386 -5.473522 -0.6970423 -0.2025142 2.10387
+#&gt; iterations: 100
+#&gt; Convergence crit. (must all become &lt;= tolerance = 0.0001):
+#&gt; fixed reStruct
+#&gt; 5.568186e-06 1.276609e-04
+#&gt;
+#&gt; **Iteration 4
+#&gt; LME step: Loglik: -396.3825, nlminb iterations: 7
+#&gt; reStruct parameters:
+#&gt; ds1 ds2 ds3 ds4 ds5
+#&gt; -0.171251200 -0.000164506 1.842095097 1.073980200 1.322916184
+#&gt; Beginning PNLS step: .. completed fit_nlme() step.
+#&gt; PNLS step: RSS = 643.7934
+#&gt; fixed effects: 94.17386 -5.473526 -0.6970426 -0.2025146 2.103869
+#&gt; iterations: 100
+#&gt; Convergence crit. (must all become &lt;= tolerance = 0.0001):
+#&gt; fixed reStruct
+#&gt; 2.332100e-06 1.979007e-05 </div><div class='input'> <span class='no'>f_nlme_dfop_sfo</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/pkg/nlme/man/nlme.html'>nlme</a></span>(<span class='no'>f_2</span>[<span class='st'>"DFOP-SFO"</span>, ],
+ <span class='kw'>control</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/list.html'>list</a></span>(<span class='kw'>pnlsMaxIter</span> <span class='kw'>=</span> <span class='fl'>120</span>, <span class='kw'>tolerance</span> <span class='kw'>=</span> <span class='fl'>5e-4</span>), <span class='kw'>verbose</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>)</div><div class='output co'>#&gt;
+#&gt; **Iteration 1
+#&gt; LME step: Loglik: -404.9591, nlminb iterations: 1
+#&gt; reStruct parameters:
+#&gt; ds1 ds2 ds3 ds4 ds5 ds6
+#&gt; -0.4114594 0.9798456 1.6990016 0.7293119 0.3353829 1.7112922
+#&gt; Beginning PNLS step: .. completed fit_nlme() step.
+#&gt; PNLS step: RSS = 630.391
+#&gt; fixed effects: 93.82265 -5.455841 -0.6788837 -1.862191 -4.199654 0.05531046
+#&gt; iterations: 120
+#&gt; Convergence crit. (must all become &lt;= tolerance = 0.0005):
+#&gt; fixed reStruct
+#&gt; 0.7872619 0.5811683
+#&gt;
+#&gt; **Iteration 2
+#&gt; LME step: Loglik: -407.7755, nlminb iterations: 11
+#&gt; reStruct parameters:
+#&gt; ds1 ds2 ds3 ds4 ds5 ds6
+#&gt; -0.371222832 0.003084754 1.789952290 0.724634064 0.301559136 1.754244638
+#&gt; Beginning PNLS step: .. completed fit_nlme() step.
+#&gt; PNLS step: RSS = 630.359
+#&gt; fixed effects: 93.82269 -5.456014 -0.6788967 -1.862202 -4.199678 0.05534118
+#&gt; iterations: 120
+#&gt; Convergence crit. (must all become &lt;= tolerance = 0.0005):
+#&gt; fixed reStruct
+#&gt; 0.0005550885 0.0007749418
+#&gt;
+#&gt; **Iteration 3
+#&gt; LME step: Loglik: -407.7756, nlminb iterations: 11
+#&gt; reStruct parameters:
+#&gt; ds1 ds2 ds3 ds4 ds5 ds6
+#&gt; -0.371217033 0.003064156 1.789935045 0.724683005 0.301622307 1.754234135
+#&gt; Beginning PNLS step: .. completed fit_nlme() step.
+#&gt; PNLS step: RSS = 630.358
+#&gt; fixed effects: 93.82269 -5.456017 -0.6788969 -1.862197 -4.199677 0.05532978
+#&gt; iterations: 120
+#&gt; Convergence crit. (must all become &lt;= tolerance = 0.0005):
+#&gt; fixed reStruct
+#&gt; 2.059533e-04 4.860085e-05 </div><div class='input'> <span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='no'>f_2</span>[<span class='st'>"FOMC-SFO"</span>, <span class='fl'>3</span>:<span class='fl'>4</span>])</div><div class='img'><img src='nlme.mmkin-4.png' alt='' width='700' height='433' /></div><div class='input'> <span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='no'>f_nlme_fomc_sfo</span>, <span class='fl'>3</span>:<span class='fl'>4</span>)</div><div class='img'><img src='nlme.mmkin-5.png' alt='' width='700' height='433' /></div><div class='input'>
+ <span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='no'>f_2</span>[<span class='st'>"DFOP-SFO"</span>, <span class='fl'>3</span>:<span class='fl'>4</span>])</div><div class='img'><img src='nlme.mmkin-6.png' alt='' width='700' height='433' /></div><div class='input'> <span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='no'>f_nlme_dfop_sfo</span>, <span class='fl'>3</span>:<span class='fl'>4</span>)</div><div class='img'><img src='nlme.mmkin-7.png' alt='' width='700' height='433' /></div><div class='input'>
+ <span class='fu'><a href='https://rdrr.io/r/stats/anova.html'>anova</a></span>(<span class='no'>f_nlme_dfop_sfo</span>, <span class='no'>f_nlme_fomc_sfo</span>, <span class='no'>f_nlme_sfo_sfo</span>)</div><div class='output co'>#&gt; Model df AIC BIC logLik Test L.Ratio p-value
+#&gt; f_nlme_dfop_sfo 1 13 843.8541 884.6194 -408.9270
+#&gt; f_nlme_fomc_sfo 2 11 818.5149 853.0087 -398.2575 1 vs 2 21.33913 &lt;.0001
+#&gt; f_nlme_sfo_sfo 3 9 1085.1821 1113.4042 -533.5910 2 vs 3 270.66712 &lt;.0001</div><div class='input'> <span class='fu'><a href='https://rdrr.io/r/stats/anova.html'>anova</a></span>(<span class='no'>f_nlme_dfop_sfo</span>, <span class='no'>f_nlme_sfo_sfo</span>) <span class='co'># if we ignore FOMC</span></div><div class='output co'>#&gt; Model df AIC BIC logLik Test L.Ratio p-value
+#&gt; f_nlme_dfop_sfo 1 13 843.8541 884.6194 -408.927
+#&gt; f_nlme_sfo_sfo 2 9 1085.1821 1113.4042 -533.591 1 vs 2 249.328 &lt;.0001</div><div class='input'># }
+</div></pre>
</div>
<div class="col-md-3 hidden-xs hidden-sm" id="sidebar">
<h2>Contents</h2>
diff --git a/docs/reference/plot.mmkin-3.png b/docs/reference/plot.mmkin-3.png
index 47cd7eec..c58b371a 100644
--- a/docs/reference/plot.mmkin-3.png
+++ b/docs/reference/plot.mmkin-3.png
Binary files differ
diff --git a/docs/reference/plot.mmkin-4.png b/docs/reference/plot.mmkin-4.png
index 44037bb4..47cd7eec 100644
--- a/docs/reference/plot.mmkin-4.png
+++ b/docs/reference/plot.mmkin-4.png
Binary files differ
diff --git a/docs/reference/plot.mmkin-5.png b/docs/reference/plot.mmkin-5.png
new file mode 100644
index 00000000..44037bb4
--- /dev/null
+++ b/docs/reference/plot.mmkin-5.png
Binary files differ
diff --git a/docs/reference/plot.mmkin.html b/docs/reference/plot.mmkin.html
index a513756b..ef5718e5 100644
--- a/docs/reference/plot.mmkin.html
+++ b/docs/reference/plot.mmkin.html
@@ -184,7 +184,7 @@ values, with the error model, using <code><a href='mkinerrplot.html'>mkinerrplot
<tr>
<th>standardized</th>
<td><p>Should the residuals be standardized? This option
-is passed to <code><a href='mkinresplot.html'>mkinresplot</a></code>, it only takes effect if
+is passed to <code><a href='mkinresplot.html'>mkinresplot</a></code>, it only takes effect if
`resplot = "time"`.</p></td>
</tr>
<tr>
@@ -237,13 +237,13 @@ latex is being used for the formatting of the chi2 error level.</p>
<span class='no'>fits</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='mmkin.html'>mmkin</a></span>(<span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"FOMC"</span>, <span class='st'>"HS"</span>),
<span class='fu'><a href='https://rdrr.io/r/base/list.html'>list</a></span>(<span class='st'>"FOCUS B"</span> <span class='kw'>=</span> <span class='no'>FOCUS_2006_B</span>, <span class='st'>"FOCUS C"</span> <span class='kw'>=</span> <span class='no'>FOCUS_2006_C</span>), <span class='co'># named list for titles</span>
<span class='kw'>cores</span> <span class='kw'>=</span> <span class='fl'>1</span>, <span class='kw'>quiet</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>, <span class='kw'>error_model</span> <span class='kw'>=</span> <span class='st'>"tc"</span>)</div><div class='output co'>#&gt; <span class='warning'>Warning: Optimisation did not converge:</span>
-#&gt; <span class='warning'>iteration limit reached without convergence (10)</span></div><div class='input'> <span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='no'>fits</span>[, <span class='st'>"FOCUS C"</span>])</div><div class='img'><img src='plot.mmkin-1.png' alt='' width='700' height='433' /></div><div class='input'> <span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='no'>fits</span>[<span class='st'>"FOMC"</span>, ])</div><div class='img'><img src='plot.mmkin-2.png' alt='' width='700' height='433' /></div><div class='input'>
+#&gt; <span class='warning'>iteration limit reached without convergence (10)</span></div><div class='input'> <span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='no'>fits</span>[, <span class='st'>"FOCUS C"</span>])</div><div class='img'><img src='plot.mmkin-1.png' alt='' width='700' height='433' /></div><div class='input'> <span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='no'>fits</span>[<span class='st'>"FOMC"</span>, ])</div><div class='img'><img src='plot.mmkin-2.png' alt='' width='700' height='433' /></div><div class='input'> <span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='no'>fits</span>[<span class='st'>"FOMC"</span>, ], <span class='kw'>show_errmin</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>)</div><div class='img'><img src='plot.mmkin-3.png' alt='' width='700' height='433' /></div><div class='input'>
<span class='co'># We can also plot a single fit, if we like the way plot.mmkin works, but then the plot</span>
<span class='co'># height should be smaller than the plot width (this is not possible for the html pages</span>
<span class='co'># generated by pkgdown, as far as I know).</span>
- <span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='no'>fits</span>[<span class='st'>"FOMC"</span>, <span class='st'>"FOCUS C"</span>]) <span class='co'># same as plot(fits[1, 2])</span></div><div class='img'><img src='plot.mmkin-3.png' alt='' width='700' height='433' /></div><div class='input'>
+ <span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='no'>fits</span>[<span class='st'>"FOMC"</span>, <span class='st'>"FOCUS C"</span>]) <span class='co'># same as plot(fits[1, 2])</span></div><div class='img'><img src='plot.mmkin-4.png' alt='' width='700' height='433' /></div><div class='input'>
<span class='co'># Show the error models</span>
- <span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='no'>fits</span>[<span class='st'>"FOMC"</span>, ], <span class='kw'>resplot</span> <span class='kw'>=</span> <span class='st'>"errmod"</span>)</div><div class='img'><img src='plot.mmkin-4.png' alt='' width='700' height='433' /></div><div class='input'> # }
+ <span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='no'>fits</span>[<span class='st'>"FOMC"</span>, ], <span class='kw'>resplot</span> <span class='kw'>=</span> <span class='st'>"errmod"</span>)</div><div class='img'><img src='plot.mmkin-5.png' alt='' width='700' height='433' /></div><div class='input'> # }
</div></pre>
</div>
diff --git a/docs/reference/plot.nlme.mmkin-1.png b/docs/reference/plot.nlme.mmkin-1.png
index 0717f30d..fe2ef7d3 100644
--- a/docs/reference/plot.nlme.mmkin-1.png
+++ b/docs/reference/plot.nlme.mmkin-1.png
Binary files differ
diff --git a/docs/reference/plot.nlme.mmkin-2.png b/docs/reference/plot.nlme.mmkin-2.png
new file mode 100644
index 00000000..27c09796
--- /dev/null
+++ b/docs/reference/plot.nlme.mmkin-2.png
Binary files differ
diff --git a/docs/reference/plot.nlme.mmkin.html b/docs/reference/plot.nlme.mmkin.html
index d5b7c00c..256739eb 100644
--- a/docs/reference/plot.nlme.mmkin.html
+++ b/docs/reference/plot.nlme.mmkin.html
@@ -144,6 +144,9 @@
<span class='kw'>legends</span> <span class='kw'>=</span> <span class='fl'>1</span>,
<span class='kw'>resplot</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"time"</span>, <span class='st'>"errmod"</span>),
<span class='kw'>standardized</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
+ <span class='kw'>show_errmin</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>,
+ <span class='kw'>errmin_var</span> <span class='kw'>=</span> <span class='st'>"All data"</span>,
+ <span class='kw'>errmin_digits</span> <span class='kw'>=</span> <span class='fl'>3</span>,
<span class='kw'>cex</span> <span class='kw'>=</span> <span class='fl'>0.7</span>,
<span class='kw'>rel.height.middle</span> <span class='kw'>=</span> <span class='fl'>0.9</span>,
<span class='kw'>ymax</span> <span class='kw'>=</span> <span class='st'>"auto"</span>,
@@ -183,6 +186,21 @@ is passed to <code><a href='mkinresplot.html'>mkinresplot</a></code>, it only ta
`resplot = "time"`.</p></td>
</tr>
<tr>
+ <th>show_errmin</th>
+ <td><p>Should the chi2 error level be shown on top of the plots
+to the left?</p></td>
+ </tr>
+ <tr>
+ <th>errmin_var</th>
+ <td><p>The variable for which the FOCUS chi2 error value should
+be shown.</p></td>
+ </tr>
+ <tr>
+ <th>errmin_digits</th>
+ <td><p>The number of significant digits for rounding the FOCUS
+chi2 error percentage.</p></td>
+ </tr>
+ <tr>
<th>cex</th>
<td><p>Passed to the plot functions and <code><a href='https://rdrr.io/r/graphics/mtext.html'>mtext</a></code>.</p></td>
</tr>
@@ -211,11 +229,11 @@ than two rows of plots are shown.</p></td>
<span class='kw'>function</span>(<span class='no'>x</span>) <span class='fu'><a href='https://rdrr.io/r/base/subset.html'>subset</a></span>(<span class='no'>x</span>$<span class='no'>data</span>[<span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"name"</span>, <span class='st'>"time"</span>, <span class='st'>"value"</span>)], <span class='no'>name</span> <span class='kw'>==</span> <span class='st'>"parent"</span>))
<span class='no'>f</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='mmkin.html'>mmkin</a></span>(<span class='st'>"SFO"</span>, <span class='no'>ds</span>, <span class='kw'>quiet</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>, <span class='kw'>cores</span> <span class='kw'>=</span> <span class='fl'>1</span>)
<span class='co'>#plot(f) # too many panels for pkgdown</span>
-<span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>nlme</span>)
+<span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='no'>f</span>[, <span class='fl'>3</span>:<span class='fl'>4</span>])</div><div class='img'><img src='plot.nlme.mmkin-1.png' alt='' width='700' height='433' /></div><div class='input'><span class='fu'><a href='https://rdrr.io/r/base/library.html'>library</a></span>(<span class='no'>nlme</span>)
<span class='no'>f_nlme</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/pkg/nlme/man/nlme.html'>nlme</a></span>(<span class='no'>f</span>)
<span class='co'>#plot(f_nlme) # too many panels for pkgdown</span>
-<span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='no'>f_nlme</span>, <span class='fl'>1</span>:<span class='fl'>2</span>)</div><div class='img'><img src='plot.nlme.mmkin-1.png' alt='' width='700' height='433' /></div></pre>
+<span class='fu'><a href='https://rdrr.io/r/graphics/plot.html'>plot</a></span>(<span class='no'>f_nlme</span>, <span class='fl'>3</span>:<span class='fl'>4</span>)</div><div class='img'><img src='plot.nlme.mmkin-2.png' alt='' width='700' height='433' /></div></pre>
</div>
<div class="col-md-3 hidden-xs hidden-sm" id="sidebar">
<h2>Contents</h2>

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