.. _sphx_glr_generated_examples_whittaker:

Whittaker Baseline Examples
---------------------------



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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows the influence of the lam parameter that is used when fitting any algorithm that is based on Whittaker-smoothing. Note that the exact lam values used in this example are unimportant, just the changes in their scale.">

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  .. image:: /generated/examples/whittaker/images/thumb/sphx_glr_plot_lam_effects_thumb.png
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  :ref:`sphx_glr_generated_examples_whittaker_plot_lam_effects.py`

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      <div class="sphx-glr-thumbnail-title">lam effects</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="When publishing new Whittaker-smoothing-based algorithms in literature, the lam value used by the researchers is usually reported as a single value or a range of values. However, these values are deceptive since the lam value required for a particular Whittaker-smoothing-based algorithm is dependent on the number of data points. Thus, this can cause issues when adapting an algorithm to a new set of data since the published optimal lam value is not universal. This example shows an analysis of this dependence for all available Whittaker smoothing methods &lt;api/Baseline:Whittaker Smoothing Algorithms&gt;.">

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  .. image:: /generated/examples/whittaker/images/thumb/sphx_glr_plot_lam_vs_data_size_thumb.png
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  :ref:`sphx_glr_generated_examples_whittaker_plot_lam_vs_data_size.py`

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      <div class="sphx-glr-thumbnail-title">lam vs data size</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="The Whittaker-smoothing-based algorithms in pybaselines make use of the banded structure of the linear system to reduce the computation time.">

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  .. image:: /generated/examples/whittaker/images/thumb/sphx_glr_plot_whittaker_solvers_thumb.png
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  :ref:`sphx_glr_generated_examples_whittaker_plot_whittaker_solvers.py`

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      <div class="sphx-glr-thumbnail-title">Whittaker solver timings</div>
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.. toctree::
   :hidden:

   /generated/examples/whittaker/plot_lam_effects
   /generated/examples/whittaker/plot_lam_vs_data_size
   /generated/examples/whittaker/plot_whittaker_solvers