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improved docstring for MRD
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1 changed files with 14 additions and 18 deletions
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@ -18,29 +18,25 @@ class MRD(Model):
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All Ys in likelihood_list are in [N x Dn], where Dn can be different per Yn,
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N must be shared across datasets though.
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:param likelihood_list...: likelihoods of observed datasets
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:type likelihood_list: [GPy.likelihood] | [Y1..Yy]
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:param likelihood_list: list of observed datasets (:py:class:`~GPy.likelihoods.gaussian.Gaussian` if not supplied directly)
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:type likelihood_list: [:py:class:`~GPy.likelihoods.likelihood.likelihood` | :py:class:`ndarray`]
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:param names: names for different gplvm models
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:type names: [str]
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:param input_dim: latent dimensionality (will raise
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:param input_dim: latent dimensionality
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:type input_dim: int
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:param initx: initialisation method for the latent space
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:type initx: 'PCA'|'random'
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:param initx: initialisation method for the latent space :
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* 'concat' - PCA on concatenation of all datasets
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* 'single' - Concatenation of PCA on datasets, respectively
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* 'random' - Random draw from a normal
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:type initx: ['concat'|'single'|'random']
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:param initz: initialisation method for inducing inputs
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:type initz: 'permute'|'random'
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:param X:
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Initial latent space
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:param X_variance:
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Initial latent space variance
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:param init: [cooncat|single|random]
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initialization method to use:
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*concat: PCA on concatenated outputs
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*single: PCA on each output
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*random: random
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:param num_inducing:
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number of inducing inputs to use
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:param Z:
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initial inducing inputs
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:param X: Initial latent space
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:param X_variance: Initial latent space variance
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:param Z: initial inducing inputs
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:param num_inducing: number of inducing inputs to use
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:param kernels: list of kernels or kernel shared for all BGPLVMS
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:type kernels: [GPy.kern.kern] | GPy.kern.kern | None (default)
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"""
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