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49 lines
4.6 KiB
ReStructuredText
49 lines
4.6 KiB
ReStructuredText
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***************************
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List of implemented kernels
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***************************
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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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==================== =========== ===== =========== ====== ======= =========== =============== ======= =========== ====== ====== =======
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NAME Dimension ARD get/set K Kdiag dK_dtheta dKdiag_dtheta dK_dX dKdiag_dX psi0 psi1 psi2
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==================== =========== ===== =========== ====== ======= =========== =============== ======= =========== ====== ====== =======
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bias n |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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Brownian 1 |tick| |tick| |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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exponential n yes |tick| |tick| |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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finite_dimensional n |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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linear n yes |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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Matern32 n yes |tick| |tick| |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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Matern52 n yes |tick| |tick| |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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periodic_exponential 1 |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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periodic_Matern32 1 |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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periodic_Matern52 1 |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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rational quadratic 1 |tick| |tick| |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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rbf n yes |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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spline 1 |tick| |tick| |tick| |tick| |tick| |tick|
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-------------------- ----------- ----- ----------- ------ ------- ----------- --------------- ------- ----------- ------ ------ -------
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white n |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick| |tick|
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==================== =========== ===== =========== ====== ======= =========== =============== ======= =========== ====== ====== =======
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Depending on the use, all functions may not be required
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* ``get/set, K, Kdiag``: compulsory
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* ``dK_dtheta``: necessary to optimize the model
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* ``dKdiag_dtheta``: sparse models, BGPLVM, GPs with uncertain inputs
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* ``dK_dX``: sparse models, GPLVM, BGPLVM, GPs with uncertain inputs
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* ``dKdiag_dX``: sparse models, BGPLVM, GPs with uncertain inputs
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* ``psi0, psi1, psi2``: BGPLVM, GPs with uncertain inputs
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.. |tick| image:: Figures/tick.png
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