diff options
Diffstat (limited to 'vignettes/gmkin_manual.html')
-rw-r--r-- | vignettes/gmkin_manual.html | 9 |
1 files changed, 5 insertions, 4 deletions
diff --git a/vignettes/gmkin_manual.html b/vignettes/gmkin_manual.html index cd66327..4e0f576 100644 --- a/vignettes/gmkin_manual.html +++ b/vignettes/gmkin_manual.html @@ -101,7 +101,7 @@ if (window.hljs && document.readyState && document.readyState === "complete") { <pre class="r"><code>Model cost at call 1: 2388.077</code></pre> <p>which means that the first kinetic evaluation has been configured for fitting.</p> <p>In the browser, you should see something like the screenshot below.</p> -<p><img src="data:image/png;base64,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alt="gmkin start" /></p> +<p><img 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alt="gmkin start" /></p> <p>The statusbar at the bottom of the gmkin window shows, among others, the working directory that gmkin uses.</p> <p>Note that the project file management area described below can be minimized by clicking on the arrows on the right hand side of its title bar. This may be helpful if the vertical size of your browser window is restricted.</p> </div> @@ -195,7 +195,7 @@ if (window.hljs && document.readyState && document.readyState === "complete") { <p>If fitting with transformed fractions leads to a suboptimal fit, doing a first run without transforming fractions may help. A final run using the optimised parameters from the previous run as starting values (see comment on “Get initials from” above) can then be performed with transformed fractions.</p> <p>The dropdown box “weight” specifies if and how the observed values should be weighted in the fitting process. If “manual” is chosen, the values in the “err” column of the dataset are used, which are set to unity by default. Setting these to higher values gives lower weight and vice versa. If “none” is chosen, observed values are not weighted. Please refer to the documentation of the <code>modFit</code> function from the <code>FME</code> package for the meaning of options “std” and “mean”.</p> <p>The options “reweight.method”, “reweight.tol” and “reweight.max.iter” enable the use of iteratively reweighted least squares fitting, if the reweighting method is set to “obs”. Please refer to the <code>mkinfit</code> <a href="http://kinfit.r-forge.r-project.org/mkin_static/mkinfit.html">documentation</a> for more details.</p> -<p>The drop down box “method.modFit” makes it possible to choose between the optimisation algorithms “Marq” (the default Levenberg-Marquardt implementation from the R package <code>minpack.lm</code>), “Port” (an alternative, also local optimisation algorithm) and “SANN” (the simulated annealing method - robust but inefficient and without a convergence criterion).</p> +<p>The drop down box “method.modFit” makes it possible to choose between the optimisation algorithms “Port” (the default in mkin versions > 0.9-33, a local optimisation algorithm using a model/trust region approach), “Marq” (the former default in mkin, a Levenberg-Marquardt variant from the R package <code>minpack.lm</code>), and “SANN” (the simulated annealing method - robust but inefficient and without a convergence criterion).</p> <p>Finally, the maximum number of iterations for the optimisation can be adapted using the “maxit.modFit” field.</p> </div> <div id="fitting-the-model" class="section level3"> @@ -227,8 +227,9 @@ Model cost at call 37 : 371.2134 </code></pre> </div> <div id="plot-options" class="section level3"> <h3>Plot options</h3> -<p>In the tab “Plot options”, the observed variables for which the data and the model fit should be plotted can be selected as shown below.</p> -<p><img src="data:image/png;base64,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" alt="plot options" /></p> +<p>In the tab “Plot options”, the file format can be chosen, the legend can be turned off, and the observed variables for which the data and the model fit should be plotted can be selected as shown below.</p> +<p><img src="data:image/png;base64,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" alt="plot options" /></p> +<p>On systems running the Windows operating system, the windows metafile (wmf) format can be additionally chosen. Chaning the file format for plotting will also change the extension of the proposed filename for saving the plot.</p> </div> <div id="confidence-interval-plots" class="section level3"> <h3>Confidence interval plots</h3> |