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    <style type="text/css">
    .figure {
        float: left;
        margin: 10px;
        width: auto;
        height: 200px;
        width: 180px;
    }

    .figure img {
        display: inline;
        }

    .figure .caption {
        width: 170px;
        text-align: center !important;
    }
    </style>

.. _book_fig_chapter8:

Chapter 8: Regression and Model Fitting
---------------------------------------
This chapter covers linear and nonlinear regression and model fitting,
including strategies which are robust to data error and the presence of
outliers.




.. toctree::
   :maxdepth: 2






.. toctree::
   :hidden:

   ./fig_linreg_inline

   ./fig_regression_mu_z

   ./fig_lasso_ridge

   ./fig_rbf_ridge_mu_z

   ./fig_nonlinear_mu_z

   ./fig_total_least_squares

   ./fig_huber_func

   ./fig_huber_loss

   ./fig_outlier_rejection

   ./fig_gp_example

   ./fig_gp_mu_z

   ./fig_cross_val_A

   ./fig_cross_val_B

   ./fig_cross_val_C

   ./fig_cross_val_D



.. figure:: ./../images/chapter8/fig_linreg_inline_1_thumb.png
    :target: ./fig_linreg_inline.html
    :align: center

    :ref:`book_fig_chapter8_fig_linreg_inline`

.. figure:: ./../images/chapter8/fig_regression_mu_z_1_thumb.png
    :target: ./fig_regression_mu_z.html
    :align: center

    :ref:`book_fig_chapter8_fig_regression_mu_z`

.. figure:: ./../images/chapter8/fig_lasso_ridge_1_thumb.png
    :target: ./fig_lasso_ridge.html
    :align: center

    :ref:`book_fig_chapter8_fig_lasso_ridge`

.. figure:: ./../images/chapter8/fig_rbf_ridge_mu_z_1_thumb.png
    :target: ./fig_rbf_ridge_mu_z.html
    :align: center

    :ref:`book_fig_chapter8_fig_rbf_ridge_mu_z`

.. figure:: ./../images/chapter8/fig_nonlinear_mu_z_1_thumb.png
    :target: ./fig_nonlinear_mu_z.html
    :align: center

    :ref:`book_fig_chapter8_fig_nonlinear_mu_z`

.. figure:: ./../images/chapter8/fig_total_least_squares_1_thumb.png
    :target: ./fig_total_least_squares.html
    :align: center

    :ref:`book_fig_chapter8_fig_total_least_squares`

.. figure:: ./../images/chapter8/fig_huber_func_1_thumb.png
    :target: ./fig_huber_func.html
    :align: center

    :ref:`book_fig_chapter8_fig_huber_func`

.. figure:: ./../images/chapter8/fig_huber_loss_1_thumb.png
    :target: ./fig_huber_loss.html
    :align: center

    :ref:`book_fig_chapter8_fig_huber_loss`

.. figure:: ./../images/chapter8/fig_outlier_rejection_1_thumb.png
    :target: ./fig_outlier_rejection.html
    :align: center

    :ref:`book_fig_chapter8_fig_outlier_rejection`

.. figure:: ./../images/chapter8/fig_gp_example_1_thumb.png
    :target: ./fig_gp_example.html
    :align: center

    :ref:`book_fig_chapter8_fig_gp_example`

.. figure:: ./../images/chapter8/fig_gp_mu_z_1_thumb.png
    :target: ./fig_gp_mu_z.html
    :align: center

    :ref:`book_fig_chapter8_fig_gp_mu_z`

.. figure:: ./../images/chapter8/fig_cross_val_A_1_thumb.png
    :target: ./fig_cross_val_A.html
    :align: center

    :ref:`book_fig_chapter8_fig_cross_val_A`

.. figure:: ./../images/chapter8/fig_cross_val_B_1_thumb.png
    :target: ./fig_cross_val_B.html
    :align: center

    :ref:`book_fig_chapter8_fig_cross_val_B`

.. figure:: ./../images/chapter8/fig_cross_val_C_1_thumb.png
    :target: ./fig_cross_val_C.html
    :align: center

    :ref:`book_fig_chapter8_fig_cross_val_C`

.. figure:: ./../images/chapter8/fig_cross_val_D_1_thumb.png
    :target: ./fig_cross_val_D.html
    :align: center

    :ref:`book_fig_chapter8_fig_cross_val_D`





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    <div style="clear: both"></div>