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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.
==================== =========== ====== ======= =========== =============== ======= =========== ====== ====== =======
NAME 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|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
Brownian |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
exponential |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
finite_dimensional |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
linear |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
Matern32 |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
Matern52 |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
periodic_exponential |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
periodic_Matern32 |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
periodic_Matern52 |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
rbf |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
spline |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
white |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick|
==================== =========== ====== ======= =========== =============== ======= =========== ====== ====== =======
==================== =========== ===== =========== ====== ======= =========== =============== ======= =========== ====== ====== =======
NAME Dimension ARD get/set K Kdiag dK_dtheta dKdiag_dtheta dK_dX dKdiag_dX psi0 psi1 psi2
==================== =========== ===== =========== ====== ======= =========== =============== ======= =========== ====== ====== =======
bias n |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
Brownian 1 |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
exponential n yes |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
finite_dimensional n |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
linear n yes |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
Matern32 n yes |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
Matern52 n yes |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
periodic_exponential 1 |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
periodic_Matern32 1 |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
periodic_Matern52 1 |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
rational quadratic 1 |tick| |tick| |tick| |tick| |tick| |tick| |tick|
-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
rbf n yes |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

2
doc/tuto_kernel_overview.rst
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@ -39,7 +39,7 @@ return::
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
:align: center