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added in documentation the current status of kernel implementation
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5 changed files with 70 additions and 17 deletions
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@ -73,6 +73,22 @@ examples Package
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:mod:`tuto_GP_regression` Module
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--------------------------------
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.. automodule:: GPy.examples.tuto_GP_regression
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:mod:`tuto_kernel_overview` Module
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----------------------------------
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.. automodule:: GPy.examples.tuto_kernel_overview
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:mod:`uncertain_input_GP_regression_demo` Module
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:mod:`uncertain_input_GP_regression_demo` Module
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------------------------------------------------
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------------------------------------------------
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@ -49,6 +49,14 @@ kern Package
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:mod:`coregionalise` Module
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---------------------------
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.. automodule:: GPy.kern.coregionalise
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:mod:`exponential` Module
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:mod:`exponential` Module
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-------------------------
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@ -113,18 +121,18 @@ kern Package
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:mod:`product` Module
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:mod:`prod` Module
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---------------------
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.. automodule:: GPy.kern.product
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.. automodule:: GPy.kern.prod
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:mod:`product_orthogonal` Module
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:mod:`prod_orthogonal` Module
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--------------------------------
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.. automodule:: GPy.kern.product_orthogonal
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.. automodule:: GPy.kern.prod_orthogonal
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@ -145,6 +153,14 @@ kern Package
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:mod:`symmetric` Module
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-----------------------
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.. automodule:: GPy.kern.symmetric
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:mod:`sympykern` Module
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:mod:`sympykern` Module
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-----------------------
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-----------------------
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@ -3,15 +3,36 @@
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List of implemented kernels
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List of implemented kernels
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***************************
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***************************
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The :math:`\checkmark` symbol represents the functions that have been implemented for each kernel.
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The following table shows the implemented kernels in GPy and gives the details of the implemented function for each kernel.
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.. |tick|
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==================== =========== ====== ======= =========== =============== ======= =========== ====== ====== =======
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NAME get/set K Kdiag dK_dtheta dKdiag_dtheta dK_dX dKdiag_dX psi0 psi1 psi2
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==================== =========== ====== ======= =========== =============== ======= =========== ====== ====== =======
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bias |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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Brownian |tick| |tick| |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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exponential |tick| |tick| |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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finite_dimensional |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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linear |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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Matern32 |tick| |tick| |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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Matern52 |tick| |tick| |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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periodic_exponential |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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periodic_Matern32 |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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periodic_Matern52 |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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rbf |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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spline |tick| |tick| |tick| |tick| |tick| |tick|
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white |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick|
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==================== =========== ====== ======= =========== =============== ======= =========== ====== ====== =======
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.. |tick| image:: tick.png
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.. |tick| image:: Figures/tick.png
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====== =========== === ======= =========== =============== ======= =========== ====== ====== =======
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NAME get/set K Kdiag dK_dtheta dKdiag_dtheta dK_dX dKdiag_dX psi0 psi1 psi2
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====== =========== === ======= =========== =============== ======= =========== ====== ====== =======
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rbf \\checkmark y
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====== =========== === ======= =========== =============== ======= =========== ====== ====== =======
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@ -39,7 +39,7 @@ return::
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Implemented kernels
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Implemented kernels
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===================
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===================
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Many kernels are already implemented in GPy. A comprehensive list can be found `here <kernel_implementation.html>`_ . The following figure gives a summary of most of them:
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Many kernels are already implemented in GPy. A comprehensive list can be found `here <kernel_implementation.html>`_ and the following figure gives a summary of most of them:
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.. figure:: Figures/tuto_kern_overview_allkern.png
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.. figure:: Figures/tuto_kern_overview_allkern.png
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:align: center
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:align: center
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