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Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com
This work is licensed under the Creative Commons Attribution-ShareAlike 4.0
International License. To view a copy of this license, visit
http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative
Commons, PO Box 1866, Mountain View, CA 94042, USA.
Uncertainty
===========
How the uncertain inputs of a model impact its outputs.
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:glob:
:maxdepth: 1
:hidden:
**
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.. image:: /examples/uncertainty/images/thumb/sphx_glr_plot_u_parameter_space_thumb.png
:alt:
:ref:`sphx_glr_examples_uncertainty_plot_u_parameter_space.py`
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Parameter space
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.. toctree::
:hidden:
/examples/uncertainty/plot_u_parameter_space
..
Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com
This work is licensed under the Creative Commons Attribution-ShareAlike 4.0
International License. To view a copy of this license, visit
http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative
Commons, PO Box 1866, Mountain View, CA 94042, USA.
Probability distributions
~~~~~~~~~~~~~~~~~~~~~~~~~
Define a probability distribution either from knowledge expert or from data.
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.. image:: /examples/uncertainty/distributions/images/thumb/sphx_glr_plot_ot_distfactory_thumb.png
:alt:
:ref:`sphx_glr_examples_uncertainty_distributions_plot_ot_distfactory.py`
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Fitting a distribution from data based on OpenTURNS
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.. image:: /examples/uncertainty/distributions/images/thumb/sphx_glr_plot_ot_distribution_thumb.png
:alt:
:ref:`sphx_glr_examples_uncertainty_distributions_plot_ot_distribution.py`
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Probability distributions based on OpenTURNS
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.. image:: /examples/uncertainty/distributions/images/thumb/sphx_glr_plot_sp_distribution_thumb.png
:alt:
:ref:`sphx_glr_examples_uncertainty_distributions_plot_sp_distribution.py`
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Probability distributions based on SciPy
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.. toctree::
:hidden:
/examples/uncertainty/distributions/plot_ot_distfactory
/examples/uncertainty/distributions/plot_ot_distribution
/examples/uncertainty/distributions/plot_sp_distribution
..
Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com
This work is licensed under the Creative Commons Attribution-ShareAlike 4.0
International License. To view a copy of this license, visit
http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative
Commons, PO Box 1866, Mountain View, CA 94042, USA.
Sensitivity analysis
~~~~~~~~~~~~~~~~~~~~
Define, propagate, quantify and manage uncertainties.
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.. image:: /examples/uncertainty/sensitivity/images/thumb/sphx_glr_plot_sensitivity_comparison_thumb.png
:alt:
:ref:`sphx_glr_examples_uncertainty_sensitivity_plot_sensitivity_comparison.py`
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Comparing sensitivity indices
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.. image:: /examples/uncertainty/sensitivity/images/thumb/sphx_glr_plot_correlation_thumb.png
:alt:
:ref:`sphx_glr_examples_uncertainty_sensitivity_plot_correlation.py`
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Correlation analysis
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.. image:: /examples/uncertainty/sensitivity/images/thumb/sphx_glr_plot_morris_thumb.png
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:ref:`sphx_glr_examples_uncertainty_sensitivity_plot_morris.py`
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Morris analysis
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.. image:: /examples/uncertainty/sensitivity/images/thumb/sphx_glr_plot_sobol_thumb.png
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:ref:`sphx_glr_examples_uncertainty_sensitivity_plot_sobol.py`
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Sobol' analysis
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.. toctree::
:hidden:
/examples/uncertainty/sensitivity/plot_sensitivity_comparison
/examples/uncertainty/sensitivity/plot_correlation
/examples/uncertainty/sensitivity/plot_morris
/examples/uncertainty/sensitivity/plot_sobol
..
Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com
This work is licensed under the Creative Commons Attribution-ShareAlike 4.0
International License. To view a copy of this license, visit
http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative
Commons, PO Box 1866, Mountain View, CA 94042, USA.
Statistics
~~~~~~~~~~
Estimate statistics from data or get them from probability distributions.
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.. image:: /examples/uncertainty/statistics/images/thumb/sphx_glr_plot_emp_stats_thumb.png
:alt:
:ref:`sphx_glr_examples_uncertainty_statistics_plot_emp_stats.py`
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Empirical estimation of statistics
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.. image:: /examples/uncertainty/statistics/images/thumb/sphx_glr_plot_param_stats_thumb.png
:alt:
:ref:`sphx_glr_examples_uncertainty_statistics_plot_param_stats.py`
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Parametric estimation of statistics
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.. toctree::
:hidden:
/examples/uncertainty/statistics/plot_emp_stats
/examples/uncertainty/statistics/plot_param_stats
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.. container:: sphx-glr-footer sphx-glr-footer-gallery
.. container:: sphx-glr-download sphx-glr-download-python
:download:`Download all examples in Python source code: uncertainty_python.zip `
.. container:: sphx-glr-download sphx-glr-download-jupyter
:download:`Download all examples in Jupyter notebooks: uncertainty_jupyter.zip `
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.. rst-class:: sphx-glr-signature
`Gallery generated by Sphinx-Gallery `_