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Examples
========

Worked examples of using KKF, from a basic linear system to nonlinear
epidemic modeling and kernel/parameter comparisons.


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    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates the basic workflow of using the KKF library with a simple linear dynamical system.">

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  .. image:: /auto_examples/images/thumb/sphx_glr_01_basic_linear_system_thumb.png
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  :doc:`/auto_examples/01_basic_linear_system`

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      <div class="sphx-glr-thumbnail-title">Basic example: Simple Linear System</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates using KKF to estimate states in a Susceptible-Infected-Recovered (SIR) epidemiological model.">

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  .. image:: /auto_examples/images/thumb/sphx_glr_02_sir_epidemic_model_thumb.png
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  :doc:`/auto_examples/02_sir_epidemic_model`

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      <div class="sphx-glr-thumbnail-title">SIR Epidemic Model</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates how to optimize kernel parameters and explore the performance of the KKF with different configurations.">

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  .. image:: /auto_examples/images/thumb/sphx_glr_03_advanced_parameter_exploration_thumb.png
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  :doc:`/auto_examples/03_advanced_parameter_exploration`

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      <div class="sphx-glr-thumbnail-title">Advanced: Parameter Optimization with Grid Search</div>
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.. toctree::
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   /auto_examples/01_basic_linear_system
   /auto_examples/02_sir_epidemic_model
   /auto_examples/03_advanced_parameter_exploration



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