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James Hensman 2013-03-12 10:04:09 +00:00
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60
doc/kernel_implementation.rst
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@ -5,35 +5,37 @@ List of implemented kernels
The following table shows the implemented kernels in GPy and gives the details of the implemented function for each kernel. The following table shows the implemented kernels in GPy and gives the details of the implemented function for each kernel.
==================== =========== ====== ======= =========== =============== ======= =========== ====== ====== ======= ==================== =========== ===== =========== ====== ======= =========== =============== ======= =========== ====== ====== =======
NAME get/set K Kdiag dK_dtheta dKdiag_dtheta dK_dX dKdiag_dX psi0 psi1 psi2 NAME Dimension ARD get/set K Kdiag dK_dtheta dKdiag_dtheta dK_dX dKdiag_dX psi0 psi1 psi2
==================== =========== ====== ======= =========== =============== ======= =========== ====== ====== ======= ==================== =========== ===== =========== ====== ======= =========== =============== ======= =========== ====== ====== =======
bias |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| bias n |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ ------- -------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
Brownian |tick| |tick| |tick| |tick| |tick| |tick| |tick| Brownian 1 |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ ------- -------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
exponential |tick| |tick| |tick| |tick| |tick| |tick| |tick| exponential n yes |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ ------- -------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
finite_dimensional |tick| |tick| |tick| |tick| |tick| finite_dimensional n |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ ------- -------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
linear |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| linear n yes |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ ------- -------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
Matern32 |tick| |tick| |tick| |tick| |tick| |tick| |tick| Matern32 n yes |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ ------- -------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
Matern52 |tick| |tick| |tick| |tick| |tick| |tick| |tick| Matern52 n yes |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ ------- -------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
periodic_exponential |tick| |tick| |tick| |tick| |tick| periodic_exponential 1 |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ ------- -------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
periodic_Matern32 |tick| |tick| |tick| |tick| |tick| periodic_Matern32 1 |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ ------- -------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
periodic_Matern52 |tick| |tick| |tick| |tick| |tick| periodic_Matern52 1 |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ ------- -------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
rbf |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| rational quadratic 1 |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ ------- -------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
spline |tick| |tick| |tick| |tick| |tick| |tick| rbf n yes |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ ------- -------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
white |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| spline 1 |tick| |tick| |tick| |tick| |tick| |tick|
==================== =========== ====== ======= =========== =============== ======= =========== ====== ====== ======= -------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
white n |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick|
==================== =========== ===== =========== ====== ======= =========== =============== ======= =========== ====== ====== =======
Depending on the use, all functions may not be required Depending on the use, all functions may not be required

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doc/tuto_kernel_overview.rst
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@ -39,7 +39,7 @@ return::
Implemented kernels Implemented kernels
=================== ===================
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: Many kernels are already implemented in GPy. The following figure gives a summary of most of them (a comprehensive list can be list can be found `here <kernel_implementation.html>`_):
.. figure:: Figures/tuto_kern_overview_allkern.png .. figure:: Figures/tuto_kern_overview_allkern.png
:align: center :align: center