:orphan: .. _Numerical methods: Numerical methods ================= .. raw:: html
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General methods --------------- .. raw:: html
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.. only:: html .. image:: /auto_numerical_methods/general_methods/images/thumb/sphx_glr_plot_combinatorial_generator_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_general_methods_plot_combinatorial_generator.py` .. raw:: html
Combinatorial generators
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.. only:: html .. image:: /auto_numerical_methods/general_methods/images/thumb/sphx_glr_plot_random_generator_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_general_methods_plot_random_generator.py` .. raw:: html
Random generator parametrization
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.. only:: html .. image:: /auto_numerical_methods/general_methods/images/thumb/sphx_glr_plot_estimate_integral_iterated_quadrature_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_general_methods_plot_estimate_integral_iterated_quadrature.py` .. raw:: html
Estimate an integral
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.. only:: html .. image:: /auto_numerical_methods/general_methods/images/thumb/sphx_glr_plot_study_save_load_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_general_methods_plot_study_save_load.py` .. raw:: html
Save/load a study
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.. only:: html .. image:: /auto_numerical_methods/general_methods/images/thumb/sphx_glr_plot_ifs_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_general_methods_plot_ifs.py` .. raw:: html
Iterated Functions System
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.. only:: html .. image:: /auto_numerical_methods/general_methods/images/thumb/sphx_glr_plot_pce_design_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_general_methods_plot_pce_design.py` .. raw:: html
Compute leave-one-out error of a polynomial chaos expansion
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.. only:: html .. image:: /auto_numerical_methods/general_methods/images/thumb/sphx_glr_plot_regression_interval_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_general_methods_plot_regression_interval.py` .. raw:: html
Compute confidence intervals of a regression model from data
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.. only:: html .. image:: /auto_numerical_methods/general_methods/images/thumb/sphx_glr_plot_regression_sinus_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_general_methods_plot_regression_sinus.py` .. raw:: html
Compute confidence intervals of a univariate noisy function
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Optimization ------------ .. raw:: html
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.. only:: html .. image:: /auto_numerical_methods/optimization/images/thumb/sphx_glr_plot_minmax_by_random_design_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_optimization_plot_minmax_by_random_design.py` .. raw:: html
Mix/max search and sensitivity from design
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.. only:: html .. image:: /auto_numerical_methods/optimization/images/thumb/sphx_glr_plot_optimization_constraints_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_optimization_plot_optimization_constraints.py` .. raw:: html
Optimization with constraints
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.. only:: html .. image:: /auto_numerical_methods/optimization/images/thumb/sphx_glr_plot_optimization_nlopt_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_optimization_plot_optimization_nlopt.py` .. raw:: html
Optimization using NLopt
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.. only:: html .. image:: /auto_numerical_methods/optimization/images/thumb/sphx_glr_plot_minmax_optimization_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_optimization_plot_minmax_optimization.py` .. raw:: html
Mix/max search using optimization
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.. only:: html .. image:: /auto_numerical_methods/optimization/images/thumb/sphx_glr_plot_control_termination_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_optimization_plot_control_termination.py` .. raw:: html
Control algorithm termination
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.. only:: html .. image:: /auto_numerical_methods/optimization/images/thumb/sphx_glr_plot_optimization_bonmin_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_optimization_plot_optimization_bonmin.py` .. raw:: html
Optimization using bonmin
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.. only:: html .. image:: /auto_numerical_methods/optimization/images/thumb/sphx_glr_plot_optimization_pagmo_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_optimization_plot_optimization_pagmo.py` .. raw:: html
Multi-objective optimization using Pagmo
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.. only:: html .. image:: /auto_numerical_methods/optimization/images/thumb/sphx_glr_plot_optimization_rosenbrock_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_optimization_plot_optimization_rosenbrock.py` .. raw:: html
Quick start guide to optimization
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.. only:: html .. image:: /auto_numerical_methods/optimization/images/thumb/sphx_glr_plot_optimization_rastrigin_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_optimization_plot_optimization_rastrigin.py` .. raw:: html
Optimization of the Rastrigin test function
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.. only:: html .. image:: /auto_numerical_methods/optimization/images/thumb/sphx_glr_plot_optimization_dlib_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_optimization_plot_optimization_dlib.py` .. raw:: html
Optimization using dlib
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.. only:: html .. image:: /auto_numerical_methods/optimization/images/thumb/sphx_glr_plot_ego_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_optimization_plot_ego.py` .. raw:: html
EfficientGlobalOptimization examples
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Iterative statistics -------------------- .. raw:: html
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.. only:: html .. image:: /auto_numerical_methods/iterative_statistics/images/thumb/sphx_glr_plot_iterative_moments_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_iterative_statistics_plot_iterative_moments.py` .. raw:: html
Estimate moments iteratively
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.. only:: html .. image:: /auto_numerical_methods/iterative_statistics/images/thumb/sphx_glr_plot_iterative_extrema_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_iterative_statistics_plot_iterative_extrema.py` .. raw:: html
Estimate extrema iteratively
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.. only:: html .. image:: /auto_numerical_methods/iterative_statistics/images/thumb/sphx_glr_plot_iterative_threshold_thumb.png :alt: :ref:`sphx_glr_auto_numerical_methods_iterative_statistics_plot_iterative_threshold.py` .. raw:: html
Estimate threshold exceedance iteratively
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.. toctree:: :hidden: :includehidden: /auto_numerical_methods/general_methods/index.rst /auto_numerical_methods/optimization/index.rst /auto_numerical_methods/iterative_statistics/index.rst .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-gallery .. container:: sphx-glr-download sphx-glr-download-python :download:`Download all examples in Python source code: auto_numerical_methods_python.zip ` .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download all examples in Jupyter notebooks: auto_numerical_methods_jupyter.zip `