Isotropic covariance functions
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``gpyreg.isotropic_covariance_functions``
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The isotropic kernels use a single length scale for every input dimension, so they have two hyperparameters whatever the dimensionality. Each is implemented as a subclass of :ref:`\`\`AbstractIsotropicKernel\`\``, which fixes those two hyperparameters and the bounds recommended for them (``hyperparameter_count``, ``hyperparameter_info`` and ``get_bounds_info``), and of the kernel of the same family in :ref:`\`\`gpyreg.covariance_functions\`\``, from which it inherits the rest, such as the degree of the Matern kernel; each defines its own ``compute``. An instance is passed to ``gpyreg.GP`` at initialization in the same way as an anisotropic one.

``AbstractIsotropicKernel``
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.. autoclass:: gpyreg.isotropic_covariance_functions.AbstractIsotropicKernel
    :members:
    :undoc-members:
    :show-inheritance:

``MaternIsotropic``
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.. autoclass:: gpyreg.isotropic_covariance_functions.MaternIsotropic
    :members:
    :undoc-members:
    :show-inheritance:

``SquaredExponentialIsotropic``
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.. autoclass:: gpyreg.isotropic_covariance_functions.SquaredExponentialIsotropic
    :members:
    :undoc-members:
    :show-inheritance: