Index

_

__init__() (bayespy.inference.VB method), [1] (bayespy.inference.vmp.nodes.bernoulli.BernoulliDistribution method), [1] (bayespy.inference.vmp.nodes.bernoulli.BernoulliMoments method), [1] (bayespy.inference.vmp.nodes.beta.BetaDistribution method), [1] (bayespy.inference.vmp.nodes.beta.BetaMoments method), [1] (bayespy.inference.vmp.nodes.binomial.BinomialDistribution method), [1] (bayespy.inference.vmp.nodes.binomial.BinomialMoments method), [1] (bayespy.inference.vmp.nodes.categorical.CategoricalDistribution method), [1] (bayespy.inference.vmp.nodes.categorical.CategoricalMoments method), [1] (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainDistribution method), [1] (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainMoments method), [1] (bayespy.inference.vmp.nodes.constant.Constant method), [1] (bayespy.inference.vmp.nodes.deterministic.Deterministic method), [1] (bayespy.inference.vmp.nodes.dirichlet.DirichletDistribution method), [1] (bayespy.inference.vmp.nodes.dirichlet.DirichletMoments method), [1] (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method), [1] (bayespy.inference.vmp.nodes.expfamily.ExponentialFamilyDistribution method), [1] (bayespy.inference.vmp.nodes.gamma.GammaDistribution method), [1] (bayespy.inference.vmp.nodes.gamma.GammaMoments method), [1] (bayespy.inference.vmp.nodes.gaussian.GaussianARDDistribution method), [1] (bayespy.inference.vmp.nodes.gaussian.GaussianDistribution method), [1] (bayespy.inference.vmp.nodes.gaussian.GaussianGammaDistribution method), [1] (bayespy.inference.vmp.nodes.gaussian.GaussianGammaMoments method), [1] (bayespy.inference.vmp.nodes.gaussian.GaussianGammaToGaussianWishart method), [1] (bayespy.inference.vmp.nodes.gaussian.GaussianMoments method), [1] (bayespy.inference.vmp.nodes.gaussian.GaussianToGaussianGamma method), [1] (bayespy.inference.vmp.nodes.gaussian.GaussianWishartDistribution method), [1] (bayespy.inference.vmp.nodes.gaussian.GaussianWishartMoments method), [1] (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianGamma method), [1] (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianWishart method), [1] (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainDistribution method), [1] (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainMoments method), [1] (bayespy.inference.vmp.nodes.gaussian_markov_chain.SwitchingGaussianMarkovChainDistribution method), [1] (bayespy.inference.vmp.nodes.gaussian_markov_chain.VaryingGaussianMarkovChainDistribution method), [1] (bayespy.inference.vmp.nodes.multinomial.MultinomialDistribution method), [1] (bayespy.inference.vmp.nodes.multinomial.MultinomialMoments method), [1] (bayespy.inference.vmp.nodes.node.Moments method), [1] (bayespy.inference.vmp.nodes.node.Node method), [1] (bayespy.inference.vmp.nodes.poisson.PoissonDistribution method), [1] (bayespy.inference.vmp.nodes.poisson.PoissonMoments method), [1] (bayespy.inference.vmp.nodes.stochastic.Distribution method), [1] (bayespy.inference.vmp.nodes.stochastic.Stochastic method), [1] (bayespy.inference.vmp.nodes.wishart.WishartDistribution method), [1] (bayespy.inference.vmp.nodes.wishart.WishartMoments method), [1] (bayespy.inference.vmp.transformations.RotateGaussian method), [1] (bayespy.inference.vmp.transformations.RotateGaussianARD method), [1] (bayespy.inference.vmp.transformations.RotateGaussianMarkovChain method), [1] (bayespy.inference.vmp.transformations.RotateMultiple method), [1] (bayespy.inference.vmp.transformations.RotateSwitchingMarkovChain method), [1] (bayespy.inference.vmp.transformations.RotateVaryingMarkovChain method), [1] (bayespy.inference.vmp.transformations.RotationOptimizer method), [1] (bayespy.nodes.Add method), [1] (bayespy.nodes.Bernoulli method), [1] (bayespy.nodes.Beta method), [1] (bayespy.nodes.Binomial method), [1] (bayespy.nodes.Categorical method), [1] (bayespy.nodes.CategoricalMarkovChain method), [1] (bayespy.nodes.ConcatGaussian method), [1] (bayespy.nodes.Dirichlet method), [1] (bayespy.nodes.Exponential method), [1] (bayespy.nodes.Function method), [1] (bayespy.nodes.Gamma method), [1] (bayespy.nodes.Gate method), [1] (bayespy.nodes.Gaussian method), [1] (bayespy.nodes.GaussianARD method), [1] (bayespy.nodes.GaussianGamma method), [1] (bayespy.nodes.GaussianMarkovChain method), [1] (bayespy.nodes.GaussianWishart method), [1] (bayespy.nodes.Mixture method), [1] (bayespy.nodes.Multinomial method), [1] (bayespy.nodes.Poisson method), [1] (bayespy.nodes.SumMultiply method), [1] (bayespy.nodes.SwitchingGaussianMarkovChain method), [1] (bayespy.nodes.Take method), [1] (bayespy.nodes.VaryingGaussianMarkovChain method), [1] (bayespy.nodes.Wishart method), [1] (bayespy.plot.CategoricalMarkovChainPlotter method), [1] (bayespy.plot.ContourPlotter method), [1] (bayespy.plot.FunctionPlotter method), [1] (bayespy.plot.GaussianTimeseriesPlotter method), [1] (bayespy.plot.HintonPlotter method), [1] (bayespy.plot.PDFPlotter method), [1] (bayespy.plot.Plotter method), [1] (bayespy.utils.misc.TestCase method), [1]

A

Add (class in bayespy.nodes) add() (bayespy.inference.VB method) add_axes() (in module bayespy.utils.misc) add_converter() (bayespy.inference.vmp.nodes.bernoulli.BernoulliMoments class method) (bayespy.inference.vmp.nodes.beta.BetaMoments class method) (bayespy.inference.vmp.nodes.binomial.BinomialMoments class method) (bayespy.inference.vmp.nodes.categorical.CategoricalMoments class method) (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainMoments class method) (bayespy.inference.vmp.nodes.dirichlet.DirichletMoments class method) (bayespy.inference.vmp.nodes.gamma.GammaMoments class method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaMoments class method) (bayespy.inference.vmp.nodes.gaussian.GaussianMoments class method) (bayespy.inference.vmp.nodes.gaussian.GaussianWishartMoments class method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainMoments class method) (bayespy.inference.vmp.nodes.multinomial.MultinomialMoments class method) (bayespy.inference.vmp.nodes.node.Moments class method) (bayespy.inference.vmp.nodes.poisson.PoissonMoments class method) (bayespy.inference.vmp.nodes.wishart.WishartMoments class method) add_leading_axes() (in module bayespy.utils.misc) add_plate_axis() (bayespy.inference.vmp.nodes.constant.Constant method) (bayespy.inference.vmp.nodes.deterministic.Deterministic method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaToGaussianWishart method) (bayespy.inference.vmp.nodes.gaussian.GaussianToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianWishart method) (bayespy.inference.vmp.nodes.node.Node method) (bayespy.inference.vmp.nodes.stochastic.Stochastic method) (bayespy.nodes.Add method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.ConcatGaussian method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Function method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gate method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SumMultiply method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.Take method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method) add_trailing_axes() (in module bayespy.utils.misc) addCleanup() (bayespy.utils.misc.TestCase method)

addTypeEqualityFunc() (bayespy.utils.misc.TestCase method) alpha_beta_recursion() (in module bayespy.utils.random) array_to_scalar() (in module bayespy.utils.misc) as_diagonal_wishart() (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) as_wishart() (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) assert_() (bayespy.utils.misc.TestCase method) assert_message_to_parent() (bayespy.utils.misc.TestCase method) assert_moments() (bayespy.utils.misc.TestCase method) assertAllClose() (bayespy.utils.misc.TestCase method) assertAlmostEqual() (bayespy.utils.misc.TestCase method) assertAlmostEquals() (bayespy.utils.misc.TestCase method) assertArrayEqual() (bayespy.utils.misc.TestCase method) assertCountEqual() (bayespy.utils.misc.TestCase method) assertDictContainsSubset() (bayespy.utils.misc.TestCase method) assertDictEqual() (bayespy.utils.misc.TestCase method) assertEqual() (bayespy.utils.misc.TestCase method) assertEquals() (bayespy.utils.misc.TestCase method) assertFalse() (bayespy.utils.misc.TestCase method) assertGreater() (bayespy.utils.misc.TestCase method) assertGreaterEqual() (bayespy.utils.misc.TestCase method) assertIn() (bayespy.utils.misc.TestCase method) assertIs() (bayespy.utils.misc.TestCase method) assertIsInstance() (bayespy.utils.misc.TestCase method) assertIsNone() (bayespy.utils.misc.TestCase method) assertIsNot() (bayespy.utils.misc.TestCase method) assertIsNotNone() (bayespy.utils.misc.TestCase method) assertLess() (bayespy.utils.misc.TestCase method) assertLessEqual() (bayespy.utils.misc.TestCase method) assertListEqual() (bayespy.utils.misc.TestCase method) assertLogs() (bayespy.utils.misc.TestCase method) assertMessage() (bayespy.utils.misc.TestCase method) assertMessageToChild() (bayespy.utils.misc.TestCase method) assertMultiLineEqual() (bayespy.utils.misc.TestCase method) assertNotAlmostEqual() (bayespy.utils.misc.TestCase method) assertNotAlmostEquals() (bayespy.utils.misc.TestCase method) assertNotEqual() (bayespy.utils.misc.TestCase method) assertNotEquals() (bayespy.utils.misc.TestCase method) assertNotIn() (bayespy.utils.misc.TestCase method) assertNotIsInstance() (bayespy.utils.misc.TestCase method) assertNotRegex() (bayespy.utils.misc.TestCase method) assertNotRegexpMatches() (bayespy.utils.misc.TestCase method) assertRaises() (bayespy.utils.misc.TestCase method) assertRaisesRegex() (bayespy.utils.misc.TestCase method) assertRaisesRegexp() (bayespy.utils.misc.TestCase method) assertRegex() (bayespy.utils.misc.TestCase method) assertRegexpMatches() (bayespy.utils.misc.TestCase method) assertSequenceEqual() (bayespy.utils.misc.TestCase method) assertSetEqual() (bayespy.utils.misc.TestCase method) assertTrue() (bayespy.utils.misc.TestCase method) assertTupleEqual() (bayespy.utils.misc.TestCase method) assertWarns() (bayespy.utils.misc.TestCase method) assertWarnsRegex() (bayespy.utils.misc.TestCase method) atleast_nd() (in module bayespy.utils.misc) axes_to_collapse() (in module bayespy.utils.misc)

B

bayespy.inference module bayespy.nodes module bayespy.plot module bayespy.utils.linalg module bayespy.utils.misc module bayespy.utils.optimize module bayespy.utils.random module Bernoulli (class in bayespy.nodes) bernoulli() (in module bayespy.utils.random) BernoulliDistribution (class in bayespy.inference.vmp.nodes.bernoulli) BernoulliMoments (class in bayespy.inference.vmp.nodes.bernoulli) Beta (class in bayespy.nodes) BetaDistribution (class in bayespy.inference.vmp.nodes.beta) BetaMoments (class in bayespy.inference.vmp.nodes.beta) Binomial (class in bayespy.nodes) BinomialDistribution (class in bayespy.inference.vmp.nodes.binomial) BinomialMoments (class in bayespy.inference.vmp.nodes.binomial) block_banded() (in module bayespy.utils.misc) block_banded_solve() (in module bayespy.utils.linalg) block_diag() (in module bayespy.utils.misc) bound() (bayespy.inference.vmp.transformations.RotateGaussian method) (bayespy.inference.vmp.transformations.RotateGaussianARD method) (bayespy.inference.vmp.transformations.RotateGaussianMarkovChain method) (bayespy.inference.vmp.transformations.RotateMultiple method) (bayespy.inference.vmp.transformations.RotateSwitchingMarkovChain method) (bayespy.inference.vmp.transformations.RotateVaryingMarkovChain method) broadcast() (in module bayespy.utils.misc) broadcasted_shape() (in module bayespy.utils.misc)

broadcasted_shape_from_arrays() (in module bayespy.utils.misc) broadcasting_multiplier() (bayespy.inference.vmp.nodes.constant.Constant static method) (bayespy.inference.vmp.nodes.deterministic.Deterministic static method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily static method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaToGaussianWishart static method) (bayespy.inference.vmp.nodes.gaussian.GaussianToGaussianGamma static method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianGamma static method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianWishart static method) (bayespy.inference.vmp.nodes.node.Node static method) (bayespy.inference.vmp.nodes.stochastic.Stochastic static method) (bayespy.nodes.Add static method) (bayespy.nodes.Bernoulli static method) (bayespy.nodes.Beta static method) (bayespy.nodes.Binomial static method) (bayespy.nodes.Categorical static method) (bayespy.nodes.CategoricalMarkovChain static method) (bayespy.nodes.ConcatGaussian static method) (bayespy.nodes.Dirichlet static method) (bayespy.nodes.Exponential static method) (bayespy.nodes.Function static method) (bayespy.nodes.Gamma static method) (bayespy.nodes.Gate static method) (bayespy.nodes.Gaussian static method) (bayespy.nodes.GaussianARD static method) (bayespy.nodes.GaussianGamma static method) (bayespy.nodes.GaussianMarkovChain static method) (bayespy.nodes.GaussianWishart static method) (bayespy.nodes.Mixture static method) (bayespy.nodes.Multinomial static method) (bayespy.nodes.Poisson static method) (bayespy.nodes.SumMultiply static method) (bayespy.nodes.SwitchingGaussianMarkovChain static method) (bayespy.nodes.Take static method) (bayespy.nodes.VaryingGaussianMarkovChain static method) (bayespy.nodes.Wishart static method) (in module bayespy.utils.misc)

C

Categorical (class in bayespy.nodes) categorical() (in module bayespy.utils.random) CategoricalDistribution (class in bayespy.inference.vmp.nodes.categorical) CategoricalMarkovChain (class in bayespy.nodes) CategoricalMarkovChainDistribution (class in bayespy.inference.vmp.nodes.categorical_markov_chain) CategoricalMarkovChainMoments (class in bayespy.inference.vmp.nodes.categorical_markov_chain) CategoricalMarkovChainPlotter (class in bayespy.plot) CategoricalMoments (class in bayespy.inference.vmp.nodes.categorical) ceildiv() (in module bayespy.utils.misc) check_gradient() (in module bayespy.utils.optimize) chol() (in module bayespy.utils.linalg) chol_inv() (in module bayespy.utils.linalg) chol_logdet() (in module bayespy.utils.linalg) chol_solve() (in module bayespy.utils.linalg) Choose() (in module bayespy.nodes) complement() (bayespy.nodes.Beta method) composite_function() (in module bayespy.utils.misc) compute_cgf_from_parents() (bayespy.inference.vmp.nodes.bernoulli.BernoulliDistribution method) (bayespy.inference.vmp.nodes.beta.BetaDistribution method) (bayespy.inference.vmp.nodes.binomial.BinomialDistribution method) (bayespy.inference.vmp.nodes.categorical.CategoricalDistribution method) (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainDistribution method) (bayespy.inference.vmp.nodes.dirichlet.DirichletDistribution method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamilyDistribution method) (bayespy.inference.vmp.nodes.gamma.GammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianARDDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianWishartDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.SwitchingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.VaryingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.multinomial.MultinomialDistribution method) (bayespy.inference.vmp.nodes.poisson.PoissonDistribution method) (bayespy.inference.vmp.nodes.wishart.WishartDistribution method) compute_dims_from_values() (bayespy.inference.vmp.nodes.bernoulli.BernoulliMoments method) (bayespy.inference.vmp.nodes.binomial.BinomialMoments method) compute_fixed_moments() (bayespy.inference.vmp.nodes.bernoulli.BernoulliMoments method) (bayespy.inference.vmp.nodes.beta.BetaMoments method) (bayespy.inference.vmp.nodes.binomial.BinomialMoments method) (bayespy.inference.vmp.nodes.categorical.CategoricalMoments method) (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainMoments method) (bayespy.inference.vmp.nodes.dirichlet.DirichletMoments method) (bayespy.inference.vmp.nodes.gamma.GammaMoments method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaMoments method) (bayespy.inference.vmp.nodes.gaussian.GaussianMoments method) (bayespy.inference.vmp.nodes.gaussian.GaussianWishartMoments method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainMoments method) (bayespy.inference.vmp.nodes.multinomial.MultinomialMoments method) (bayespy.inference.vmp.nodes.node.Moments method) (bayespy.inference.vmp.nodes.poisson.PoissonMoments method) (bayespy.inference.vmp.nodes.wishart.WishartMoments method) compute_fixed_moments_and_f() (bayespy.inference.vmp.nodes.bernoulli.BernoulliDistribution method) (bayespy.inference.vmp.nodes.beta.BetaDistribution method) (bayespy.inference.vmp.nodes.binomial.BinomialDistribution method) (bayespy.inference.vmp.nodes.categorical.CategoricalDistribution method) (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainDistribution method) (bayespy.inference.vmp.nodes.dirichlet.DirichletDistribution method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamilyDistribution method) (bayespy.inference.vmp.nodes.gamma.GammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianARDDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianWishartDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.SwitchingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.VaryingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.multinomial.MultinomialDistribution method) (bayespy.inference.vmp.nodes.poisson.PoissonDistribution method) (bayespy.inference.vmp.nodes.wishart.WishartDistribution method) compute_gradient() (bayespy.inference.vmp.nodes.bernoulli.BernoulliDistribution method) (bayespy.inference.vmp.nodes.beta.BetaDistribution method) (bayespy.inference.vmp.nodes.binomial.BinomialDistribution method) (bayespy.inference.vmp.nodes.categorical.CategoricalDistribution method) (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainDistribution method) (bayespy.inference.vmp.nodes.dirichlet.DirichletDistribution method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamilyDistribution method) (bayespy.inference.vmp.nodes.gamma.GammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianARDDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianWishartDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.SwitchingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.VaryingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.multinomial.MultinomialDistribution method) (bayespy.inference.vmp.nodes.poisson.PoissonDistribution method) (bayespy.inference.vmp.nodes.wishart.WishartDistribution method) compute_logpdf() (bayespy.inference.vmp.nodes.bernoulli.BernoulliDistribution method) (bayespy.inference.vmp.nodes.beta.BetaDistribution method) (bayespy.inference.vmp.nodes.binomial.BinomialDistribution method) (bayespy.inference.vmp.nodes.categorical.CategoricalDistribution method) (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainDistribution method) (bayespy.inference.vmp.nodes.dirichlet.DirichletDistribution method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamilyDistribution method) (bayespy.inference.vmp.nodes.gamma.GammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianARDDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianWishartDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.SwitchingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.VaryingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.multinomial.MultinomialDistribution method) (bayespy.inference.vmp.nodes.poisson.PoissonDistribution method) (bayespy.inference.vmp.nodes.wishart.WishartDistribution method)

compute_lowerbound() (bayespy.inference.VB method) compute_lowerbound_terms() (bayespy.inference.VB method) compute_message_to_parent() (bayespy.inference.vmp.nodes.bernoulli.BernoulliDistribution method) (bayespy.inference.vmp.nodes.beta.BetaDistribution method) (bayespy.inference.vmp.nodes.binomial.BinomialDistribution method) (bayespy.inference.vmp.nodes.categorical.CategoricalDistribution method) (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainDistribution method) (bayespy.inference.vmp.nodes.dirichlet.DirichletDistribution method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamilyDistribution method) (bayespy.inference.vmp.nodes.gamma.GammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianARDDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianWishartDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.SwitchingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.VaryingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.multinomial.MultinomialDistribution method) (bayespy.inference.vmp.nodes.poisson.PoissonDistribution method) (bayespy.inference.vmp.nodes.stochastic.Distribution method) (bayespy.inference.vmp.nodes.wishart.WishartDistribution method) compute_moments_and_cgf() (bayespy.inference.vmp.nodes.bernoulli.BernoulliDistribution method) (bayespy.inference.vmp.nodes.beta.BetaDistribution method) (bayespy.inference.vmp.nodes.binomial.BinomialDistribution method) (bayespy.inference.vmp.nodes.categorical.CategoricalDistribution method) (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainDistribution method) (bayespy.inference.vmp.nodes.dirichlet.DirichletDistribution method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamilyDistribution method) (bayespy.inference.vmp.nodes.gamma.GammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianARDDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianWishartDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.SwitchingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.VaryingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.multinomial.MultinomialDistribution method) (bayespy.inference.vmp.nodes.poisson.PoissonDistribution method) (bayespy.inference.vmp.nodes.wishart.WishartDistribution method) compute_phi_from_parents() (bayespy.inference.vmp.nodes.bernoulli.BernoulliDistribution method) (bayespy.inference.vmp.nodes.beta.BetaDistribution method) (bayespy.inference.vmp.nodes.binomial.BinomialDistribution method) (bayespy.inference.vmp.nodes.categorical.CategoricalDistribution method) (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainDistribution method) (bayespy.inference.vmp.nodes.dirichlet.DirichletDistribution method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamilyDistribution method) (bayespy.inference.vmp.nodes.gamma.GammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianARDDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianWishartDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.SwitchingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.VaryingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.multinomial.MultinomialDistribution method) (bayespy.inference.vmp.nodes.poisson.PoissonDistribution method) (bayespy.inference.vmp.nodes.wishart.WishartDistribution method) compute_rotation_bound() (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.SwitchingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.VaryingGaussianMarkovChainDistribution method) compute_weights_to_parent() (bayespy.inference.vmp.nodes.bernoulli.BernoulliDistribution method) (bayespy.inference.vmp.nodes.beta.BetaDistribution method) (bayespy.inference.vmp.nodes.binomial.BinomialDistribution method) (bayespy.inference.vmp.nodes.categorical.CategoricalDistribution method) (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainDistribution method) (bayespy.inference.vmp.nodes.dirichlet.DirichletDistribution method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamilyDistribution method) (bayespy.inference.vmp.nodes.gamma.GammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianARDDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianWishartDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.SwitchingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.VaryingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.multinomial.MultinomialDistribution method) (bayespy.inference.vmp.nodes.poisson.PoissonDistribution method) (bayespy.inference.vmp.nodes.stochastic.Distribution method) (bayespy.inference.vmp.nodes.wishart.WishartDistribution method) concatenate() (in module bayespy.utils.misc) ConcatGaussian (class in bayespy.nodes) Constant (class in bayespy.inference.vmp.nodes.constant) contour() (in module bayespy.plot) ContourPlotter (class in bayespy.plot) correlation() (in module bayespy.utils.random) countTestCases() (bayespy.utils.misc.TestCase method) covariance() (in module bayespy.utils.random)

D

debug() (bayespy.utils.misc.TestCase method) defaultTestResult() (bayespy.utils.misc.TestCase method) delete() (bayespy.inference.vmp.nodes.constant.Constant method) (bayespy.inference.vmp.nodes.deterministic.Deterministic method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaToGaussianWishart method) (bayespy.inference.vmp.nodes.gaussian.GaussianToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianWishart method) (bayespy.inference.vmp.nodes.node.Node method) (bayespy.inference.vmp.nodes.stochastic.Stochastic method) (bayespy.nodes.Add method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.ConcatGaussian method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Function method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gate method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SumMultiply method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.Take method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method) Deterministic (class in bayespy.inference.vmp.nodes.deterministic)

diag() (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) (in module bayespy.utils.misc) diagonal() (in module bayespy.utils.misc) dims (bayespy.inference.vmp.nodes.bernoulli.BernoulliMoments attribute) (bayespy.inference.vmp.nodes.binomial.BinomialMoments attribute) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily attribute) (bayespy.inference.vmp.nodes.gamma.GammaMoments attribute) (bayespy.inference.vmp.nodes.poisson.PoissonMoments attribute) (bayespy.nodes.Bernoulli attribute) (bayespy.nodes.Beta attribute) (bayespy.nodes.Binomial attribute) (bayespy.nodes.Categorical attribute) (bayespy.nodes.CategoricalMarkovChain attribute) (bayespy.nodes.Dirichlet attribute) (bayespy.nodes.Exponential attribute) (bayespy.nodes.Gamma attribute) (bayespy.nodes.Gaussian attribute) (bayespy.nodes.GaussianARD attribute) (bayespy.nodes.GaussianGamma attribute) (bayespy.nodes.GaussianMarkovChain attribute) (bayespy.nodes.GaussianWishart attribute) (bayespy.nodes.Mixture attribute) (bayespy.nodes.Multinomial attribute) (bayespy.nodes.Poisson attribute) (bayespy.nodes.SwitchingGaussianMarkovChain attribute) (bayespy.nodes.VaryingGaussianMarkovChain attribute) (bayespy.nodes.Wishart attribute) Dirichlet (class in bayespy.nodes) dirichlet() (in module bayespy.utils.random) DirichletDistribution (class in bayespy.inference.vmp.nodes.dirichlet) DirichletMoments (class in bayespy.inference.vmp.nodes.dirichlet) dist_haversine() (in module bayespy.utils.misc) Distribution (class in bayespy.inference.vmp.nodes.stochastic) doCleanups() (bayespy.utils.misc.TestCase method) dot() (bayespy.inference.VB method) Dot() (in module bayespy.nodes) dot() (in module bayespy.utils.linalg)

E

ellipse_from_cov() (in module bayespy.plot) ellipse_from_precision() (in module bayespy.plot)

Exponential (class in bayespy.nodes) ExponentialFamily (class in bayespy.inference.vmp.nodes.expfamily) ExponentialFamilyDistribution (class in bayespy.inference.vmp.nodes.expfamily)

F

fail() (bayespy.utils.misc.TestCase method) failIf() (bayespy.utils.misc.TestCase method) failIfAlmostEqual() (bayespy.utils.misc.TestCase method) failIfEqual() (bayespy.utils.misc.TestCase method) failUnless() (bayespy.utils.misc.TestCase method) failUnlessAlmostEqual() (bayespy.utils.misc.TestCase method) failUnlessEqual() (bayespy.utils.misc.TestCase method) failUnlessRaises() (bayespy.utils.misc.TestCase method) find_set_index() (in module bayespy.utils.misc) first() (in module bayespy.utils.misc) flatten_axes() (in module bayespy.utils.misc) from_values() (bayespy.inference.vmp.nodes.bernoulli.BernoulliMoments class method) (bayespy.inference.vmp.nodes.beta.BetaMoments class method) (bayespy.inference.vmp.nodes.binomial.BinomialMoments class method) (bayespy.inference.vmp.nodes.categorical.CategoricalMoments class method) (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainMoments class method) (bayespy.inference.vmp.nodes.dirichlet.DirichletMoments class method) (bayespy.inference.vmp.nodes.gamma.GammaMoments class method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaMoments class method) (bayespy.inference.vmp.nodes.gaussian.GaussianMoments class method) (bayespy.inference.vmp.nodes.gaussian.GaussianWishartMoments class method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainMoments class method) (bayespy.inference.vmp.nodes.multinomial.MultinomialMoments class method) (bayespy.inference.vmp.nodes.node.Moments class method) (bayespy.inference.vmp.nodes.poisson.PoissonMoments class method) (bayespy.inference.vmp.nodes.wishart.WishartMoments class method)

Function (class in bayespy.nodes) FunctionPlotter (class in bayespy.plot)

G

Gamma (class in bayespy.nodes) gamma() (in module bayespy.utils.random) gamma_entropy() (in module bayespy.utils.random) gamma_logpdf() (in module bayespy.utils.random) GammaDistribution (class in bayespy.inference.vmp.nodes.gamma) GammaMoments (class in bayespy.inference.vmp.nodes.gamma) Gate (class in bayespy.nodes) Gaussian (class in bayespy.nodes) gaussian_entropy() (in module bayespy.utils.random) gaussian_gamma_to_t() (in module bayespy.utils.random) gaussian_logpdf() (in module bayespy.utils.misc) (in module bayespy.utils.random) gaussian_mixture_2d() (in module bayespy.plot) GaussianARD (class in bayespy.nodes) GaussianARDDistribution (class in bayespy.inference.vmp.nodes.gaussian) GaussianDistribution (class in bayespy.inference.vmp.nodes.gaussian) GaussianGamma (class in bayespy.nodes) GaussianGammaDistribution (class in bayespy.inference.vmp.nodes.gaussian) GaussianGammaMoments (class in bayespy.inference.vmp.nodes.gaussian) GaussianGammaToGaussianWishart (class in bayespy.inference.vmp.nodes.gaussian) GaussianMarkovChain (class in bayespy.nodes) GaussianMarkovChainDistribution (class in bayespy.inference.vmp.nodes.gaussian_markov_chain) GaussianMarkovChainMoments (class in bayespy.inference.vmp.nodes.gaussian_markov_chain) GaussianMoments (class in bayespy.inference.vmp.nodes.gaussian) GaussianTimeseriesPlotter (class in bayespy.plot) GaussianToGaussianGamma (class in bayespy.inference.vmp.nodes.gaussian) GaussianWishart (class in bayespy.nodes) GaussianWishartDistribution (class in bayespy.inference.vmp.nodes.gaussian) GaussianWishartMoments (class in bayespy.inference.vmp.nodes.gaussian) get_bound_terms() (bayespy.inference.vmp.transformations.RotateGaussian method) (bayespy.inference.vmp.transformations.RotateGaussianARD method) (bayespy.inference.vmp.transformations.RotateGaussianMarkovChain method) (bayespy.inference.vmp.transformations.RotateMultiple method) (bayespy.inference.vmp.transformations.RotateSwitchingMarkovChain method) (bayespy.inference.vmp.transformations.RotateVaryingMarkovChain method) get_converter() (bayespy.inference.vmp.nodes.bernoulli.BernoulliMoments method) (bayespy.inference.vmp.nodes.beta.BetaMoments method) (bayespy.inference.vmp.nodes.binomial.BinomialMoments method) (bayespy.inference.vmp.nodes.categorical.CategoricalMoments method) (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainMoments method) (bayespy.inference.vmp.nodes.dirichlet.DirichletMoments method) (bayespy.inference.vmp.nodes.gamma.GammaMoments method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaMoments method) (bayespy.inference.vmp.nodes.gaussian.GaussianMoments method) (bayespy.inference.vmp.nodes.gaussian.GaussianWishartMoments method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainMoments method) (bayespy.inference.vmp.nodes.multinomial.MultinomialMoments method) (bayespy.inference.vmp.nodes.node.Moments method) (bayespy.inference.vmp.nodes.poisson.PoissonMoments method) (bayespy.inference.vmp.nodes.wishart.WishartMoments method) get_diag() (in module bayespy.utils.misc) get_gaussian_location() (bayespy.nodes.GaussianGamma method) get_gaussian_mean_and_variance() (bayespy.nodes.GaussianGamma method) get_gradient() (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method) get_gradients() (bayespy.inference.VB method) get_instance_conversion_kwargs() (bayespy.inference.vmp.nodes.bernoulli.BernoulliMoments method) (bayespy.inference.vmp.nodes.beta.BetaMoments method) (bayespy.inference.vmp.nodes.binomial.BinomialMoments method) (bayespy.inference.vmp.nodes.categorical.CategoricalMoments method) (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainMoments method) (bayespy.inference.vmp.nodes.dirichlet.DirichletMoments method) (bayespy.inference.vmp.nodes.gamma.GammaMoments method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaMoments method) (bayespy.inference.vmp.nodes.gaussian.GaussianMoments method) (bayespy.inference.vmp.nodes.gaussian.GaussianWishartMoments method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainMoments method) (bayespy.inference.vmp.nodes.multinomial.MultinomialMoments method) (bayespy.inference.vmp.nodes.node.Moments method) (bayespy.inference.vmp.nodes.poisson.PoissonMoments method) (bayespy.inference.vmp.nodes.wishart.WishartMoments method) get_instance_converter() (bayespy.inference.vmp.nodes.bernoulli.BernoulliMoments method) (bayespy.inference.vmp.nodes.beta.BetaMoments method) (bayespy.inference.vmp.nodes.binomial.BinomialMoments method) (bayespy.inference.vmp.nodes.categorical.CategoricalMoments method) (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainMoments method) (bayespy.inference.vmp.nodes.dirichlet.DirichletMoments method) (bayespy.inference.vmp.nodes.gamma.GammaMoments method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaMoments method) (bayespy.inference.vmp.nodes.gaussian.GaussianMoments method) (bayespy.inference.vmp.nodes.gaussian.GaussianWishartMoments method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainMoments method) (bayespy.inference.vmp.nodes.multinomial.MultinomialMoments method) (bayespy.inference.vmp.nodes.node.Moments method) (bayespy.inference.vmp.nodes.poisson.PoissonMoments method) (bayespy.inference.vmp.nodes.wishart.WishartMoments method) get_iteration_by_nodes() (bayespy.inference.VB method) get_marginal_logpdf() (bayespy.nodes.GaussianGamma method) get_mask() (bayespy.inference.vmp.nodes.constant.Constant method) (bayespy.inference.vmp.nodes.deterministic.Deterministic method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaToGaussianWishart method) (bayespy.inference.vmp.nodes.gaussian.GaussianToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianWishart method) (bayespy.inference.vmp.nodes.node.Node method) (bayespy.inference.vmp.nodes.stochastic.Stochastic method) (bayespy.nodes.Add method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.ConcatGaussian method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Function method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gate method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SumMultiply method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.Take method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method) get_moments() (bayespy.inference.vmp.nodes.constant.Constant method) (bayespy.inference.vmp.nodes.deterministic.Deterministic method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaToGaussianWishart method) (bayespy.inference.vmp.nodes.gaussian.GaussianToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianWishart method) (bayespy.inference.vmp.nodes.node.Node method) (bayespy.inference.vmp.nodes.stochastic.Stochastic method) (bayespy.nodes.Add method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.ConcatGaussian method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Function method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gate method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SumMultiply method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.Take method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method)

get_parameters() (bayespy.inference.VB method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SumMultiply method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method) get_pdf_nodes() (bayespy.inference.vmp.nodes.constant.Constant method) (bayespy.inference.vmp.nodes.deterministic.Deterministic method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaToGaussianWishart method) (bayespy.inference.vmp.nodes.gaussian.GaussianToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianWishart method) (bayespy.inference.vmp.nodes.node.Node method) (bayespy.inference.vmp.nodes.stochastic.Stochastic method) (bayespy.nodes.Add method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.ConcatGaussian method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Function method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gate method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SumMultiply method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.Take method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method) get_riemannian_gradient() (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method) get_shape() (bayespy.inference.vmp.nodes.constant.Constant method) (bayespy.inference.vmp.nodes.deterministic.Deterministic method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaToGaussianWishart method) (bayespy.inference.vmp.nodes.gaussian.GaussianToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianWishart method) (bayespy.inference.vmp.nodes.node.Node method) (bayespy.inference.vmp.nodes.stochastic.Stochastic method) (bayespy.nodes.Add method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.ConcatGaussian method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Function method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gate method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SumMultiply method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.Take method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method) gradient() (in module bayespy.utils.misc) gradient_step() (bayespy.inference.VB method) grid() (in module bayespy.utils.misc)

H

has_converged() (bayespy.inference.VB method) has_plotter() (bayespy.inference.vmp.nodes.constant.Constant method) (bayespy.inference.vmp.nodes.deterministic.Deterministic method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaToGaussianWishart method) (bayespy.inference.vmp.nodes.gaussian.GaussianToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianWishart method) (bayespy.inference.vmp.nodes.node.Node method) (bayespy.inference.vmp.nodes.stochastic.Stochastic method) (bayespy.nodes.Add method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.ConcatGaussian method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Function method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gate method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SumMultiply method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.Take method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method)

hinton() (in module bayespy.plot) HintonPlotter (class in bayespy.plot)

I

id() (bayespy.utils.misc.TestCase method) identity() (in module bayespy.utils.misc) ignore_bound_checks (bayespy.inference.VB property) initialize_from_mean_and_covariance() (bayespy.nodes.GaussianARD method) initialize_from_parameters() (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method) initialize_from_prior() (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method) initialize_from_random() (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method)

initialize_from_value() (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method) inner() (in module bayespy.utils.linalg) integrated_logpdf_from_parents() (bayespy.nodes.Mixture method) intervals() (in module bayespy.utils.random) inv() (in module bayespy.utils.linalg) invgamma() (in module bayespy.utils.misc) invpsi() (in module bayespy.utils.misc) invwishart_rand() (in module bayespy.utils.random) is_callable() (in module bayespy.utils.misc) is_numeric() (in module bayespy.utils.misc) is_scalar_integer() (in module bayespy.utils.misc) is_shape_subset() (in module bayespy.utils.misc) is_string() (in module bayespy.utils.misc) isinteger() (in module bayespy.utils.misc)

L

load() (bayespy.inference.VB method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.inference.vmp.nodes.stochastic.Stochastic method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method) load_user_data() (bayespy.inference.VB static method) logdet_chol() (in module bayespy.utils.linalg) logdet_cov() (in module bayespy.utils.linalg) logdet_tri() (in module bayespy.utils.linalg) loglikelihood_lowerbound() (bayespy.inference.VB method) logodds_to_probability() (in module bayespy.utils.random) logpdf() (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method) logsumexp() (in module bayespy.utils.misc) longMessage (bayespy.utils.misc.TestCase attribute) lower_bound_contribution() (bayespy.inference.vmp.nodes.constant.Constant method) (bayespy.inference.vmp.nodes.deterministic.Deterministic method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaToGaussianWishart method) (bayespy.inference.vmp.nodes.gaussian.GaussianToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianWishart method) (bayespy.nodes.Add method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.ConcatGaussian method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Function method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gate method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SumMultiply method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.Take method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method)

lowerbound() (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.inference.vmp.nodes.stochastic.Stochastic method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method)

M

m_digamma() (in module bayespy.utils.misc) m_dot() (in module bayespy.utils.linalg) (in module bayespy.utils.misc) make_diag() (in module bayespy.utils.misc) make_equal_length() (in module bayespy.utils.misc) make_equal_ndim() (in module bayespy.utils.misc) mask() (in module bayespy.utils.random) maxDiff (bayespy.utils.misc.TestCase attribute) mean() (in module bayespy.utils.misc) minimize() (in module bayespy.utils.optimize) Mixture (class in bayespy.nodes) mmdot() (in module bayespy.utils.linalg) module bayespy.inference bayespy.nodes bayespy.plot bayespy.utils.linalg bayespy.utils.misc bayespy.utils.optimize bayespy.utils.random Moments (class in bayespy.inference.vmp.nodes.node) move_plates() (bayespy.inference.vmp.nodes.constant.Constant method) (bayespy.inference.vmp.nodes.deterministic.Deterministic method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaToGaussianWishart method) (bayespy.inference.vmp.nodes.gaussian.GaussianToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianWishart method) (bayespy.inference.vmp.nodes.node.Node method) (bayespy.inference.vmp.nodes.stochastic.Stochastic method) (bayespy.nodes.Add method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.ConcatGaussian method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Function method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gate method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SumMultiply method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.Take method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method)

moveaxis() (in module bayespy.utils.misc) multidigamma() (in module bayespy.utils.misc) Multinomial (class in bayespy.nodes) multinomial() (in module bayespy.utils.random) MultinomialDistribution (class in bayespy.inference.vmp.nodes.multinomial) MultinomialMoments (class in bayespy.inference.vmp.nodes.multinomial) multiply() (in module bayespy.utils.misc) multiply_shapes() (in module bayespy.utils.misc) mvdot() (in module bayespy.utils.linalg)

N

nans() (in module bayespy.utils.misc) nested_iterator() (in module bayespy.utils.misc) Node (class in bayespy.inference.vmp.nodes.node) nodes() (bayespy.inference.vmp.transformations.RotateGaussian method) (bayespy.inference.vmp.transformations.RotateGaussianARD method) (bayespy.inference.vmp.transformations.RotateGaussianMarkovChain method) (bayespy.inference.vmp.transformations.RotateMultiple method) (bayespy.inference.vmp.transformations.RotateSwitchingMarkovChain method) (bayespy.inference.vmp.transformations.RotateVaryingMarkovChain method)

normalized_exp() (in module bayespy.utils.misc)

O

observe() (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.inference.vmp.nodes.stochastic.Stochastic method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method)

optimize() (bayespy.inference.VB method) orth() (in module bayespy.utils.random) outer() (in module bayespy.utils.linalg)

P

parse_command_line_arguments() (in module bayespy.utils.misc) pattern_search() (bayespy.inference.VB method) pdf() (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method) (in module bayespy.plot) PDFPlotter (class in bayespy.plot) plates (bayespy.inference.vmp.nodes.constant.Constant attribute) (bayespy.inference.vmp.nodes.deterministic.Deterministic attribute) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily attribute) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaToGaussianWishart attribute) (bayespy.inference.vmp.nodes.gaussian.GaussianToGaussianGamma attribute) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianGamma attribute) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianWishart attribute) (bayespy.inference.vmp.nodes.node.Node attribute) (bayespy.inference.vmp.nodes.stochastic.Stochastic attribute) (bayespy.nodes.Add attribute) (bayespy.nodes.Bernoulli attribute) (bayespy.nodes.Beta attribute) (bayespy.nodes.Binomial attribute) (bayespy.nodes.Categorical attribute) (bayespy.nodes.CategoricalMarkovChain attribute) (bayespy.nodes.ConcatGaussian attribute) (bayespy.nodes.Dirichlet attribute) (bayespy.nodes.Exponential attribute) (bayespy.nodes.Function attribute) (bayespy.nodes.Gamma attribute) (bayespy.nodes.Gate attribute) (bayespy.nodes.Gaussian attribute) (bayespy.nodes.GaussianARD attribute) (bayespy.nodes.GaussianGamma attribute) (bayespy.nodes.GaussianMarkovChain attribute) (bayespy.nodes.GaussianWishart attribute) (bayespy.nodes.Mixture attribute) (bayespy.nodes.Multinomial attribute) (bayespy.nodes.Poisson attribute) (bayespy.nodes.SumMultiply attribute) (bayespy.nodes.SwitchingGaussianMarkovChain attribute) (bayespy.nodes.Take attribute) (bayespy.nodes.VaryingGaussianMarkovChain attribute) (bayespy.nodes.Wishart attribute) plates_from_parent() (bayespy.inference.vmp.nodes.bernoulli.BernoulliDistribution method) (bayespy.inference.vmp.nodes.beta.BetaDistribution method) (bayespy.inference.vmp.nodes.binomial.BinomialDistribution method) (bayespy.inference.vmp.nodes.categorical.CategoricalDistribution method) (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainDistribution method) (bayespy.inference.vmp.nodes.dirichlet.DirichletDistribution method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamilyDistribution method) (bayespy.inference.vmp.nodes.gamma.GammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianARDDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianWishartDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.SwitchingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.VaryingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.multinomial.MultinomialDistribution method) (bayespy.inference.vmp.nodes.poisson.PoissonDistribution method) (bayespy.inference.vmp.nodes.stochastic.Distribution method) (bayespy.inference.vmp.nodes.wishart.WishartDistribution method) plates_from_shape() (bayespy.inference.vmp.nodes.wishart.WishartMoments method) plates_multiplier (bayespy.inference.vmp.nodes.constant.Constant property) (bayespy.inference.vmp.nodes.deterministic.Deterministic property) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily property) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaToGaussianWishart property) (bayespy.inference.vmp.nodes.gaussian.GaussianToGaussianGamma property) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianGamma property) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianWishart property) (bayespy.inference.vmp.nodes.node.Node property) (bayespy.inference.vmp.nodes.stochastic.Stochastic property) (bayespy.nodes.Add property) (bayespy.nodes.Bernoulli property) (bayespy.nodes.Beta property) (bayespy.nodes.Binomial property) (bayespy.nodes.Categorical property) (bayespy.nodes.CategoricalMarkovChain property) (bayespy.nodes.ConcatGaussian property) (bayespy.nodes.Dirichlet property) (bayespy.nodes.Exponential property) (bayespy.nodes.Function property) (bayespy.nodes.Gamma property) (bayespy.nodes.Gate property) (bayespy.nodes.Gaussian property) (bayespy.nodes.GaussianARD property) (bayespy.nodes.GaussianGamma property) (bayespy.nodes.GaussianMarkovChain property) (bayespy.nodes.GaussianWishart property) (bayespy.nodes.Mixture property) (bayespy.nodes.Multinomial property) (bayespy.nodes.Poisson property) (bayespy.nodes.SumMultiply property) (bayespy.nodes.SwitchingGaussianMarkovChain property) (bayespy.nodes.Take property) (bayespy.nodes.VaryingGaussianMarkovChain property) (bayespy.nodes.Wishart property)

plates_to_parent() (bayespy.inference.vmp.nodes.bernoulli.BernoulliDistribution method) (bayespy.inference.vmp.nodes.beta.BetaDistribution method) (bayespy.inference.vmp.nodes.binomial.BinomialDistribution method) (bayespy.inference.vmp.nodes.categorical.CategoricalDistribution method) (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainDistribution method) (bayespy.inference.vmp.nodes.dirichlet.DirichletDistribution method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamilyDistribution method) (bayespy.inference.vmp.nodes.gamma.GammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianARDDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianWishartDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.SwitchingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.VaryingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.multinomial.MultinomialDistribution method) (bayespy.inference.vmp.nodes.poisson.PoissonDistribution method) (bayespy.inference.vmp.nodes.stochastic.Distribution method) (bayespy.inference.vmp.nodes.wishart.WishartDistribution method) plot() (bayespy.inference.VB method) (bayespy.inference.vmp.nodes.constant.Constant method) (bayespy.inference.vmp.nodes.deterministic.Deterministic method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaToGaussianWishart method) (bayespy.inference.vmp.nodes.gaussian.GaussianToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianWishart method) (bayespy.inference.vmp.nodes.node.Node method) (bayespy.inference.vmp.nodes.stochastic.Stochastic method) (bayespy.nodes.Add method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.ConcatGaussian method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Function method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gate method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SumMultiply method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.Take method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method) (in module bayespy.plot) plot_iteration_by_nodes() (bayespy.inference.VB method) plotmatrix() (bayespy.nodes.GaussianGamma method) Plotter (class in bayespy.plot) Poisson (class in bayespy.nodes) PoissonDistribution (class in bayespy.inference.vmp.nodes.poisson) PoissonMoments (class in bayespy.inference.vmp.nodes.poisson) put() (in module bayespy.utils.misc) put_simple() (in module bayespy.utils.misc)

R

random() (bayespy.inference.vmp.nodes.bernoulli.BernoulliDistribution method) (bayespy.inference.vmp.nodes.beta.BetaDistribution method) (bayespy.inference.vmp.nodes.binomial.BinomialDistribution method) (bayespy.inference.vmp.nodes.categorical.CategoricalDistribution method) (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainDistribution method) (bayespy.inference.vmp.nodes.constant.Constant method) (bayespy.inference.vmp.nodes.deterministic.Deterministic method) (bayespy.inference.vmp.nodes.dirichlet.DirichletDistribution method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamilyDistribution method) (bayespy.inference.vmp.nodes.gamma.GammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianARDDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaToGaussianWishart method) (bayespy.inference.vmp.nodes.gaussian.GaussianToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.GaussianWishartDistribution method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianWishart method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.SwitchingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.VaryingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.multinomial.MultinomialDistribution method) (bayespy.inference.vmp.nodes.poisson.PoissonDistribution method) (bayespy.inference.vmp.nodes.stochastic.Distribution method) (bayespy.inference.vmp.nodes.stochastic.Stochastic method) (bayespy.inference.vmp.nodes.wishart.WishartDistribution method) (bayespy.nodes.Add method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.ConcatGaussian method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Function method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gate method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SumMultiply method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.Take method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method)

remove_whitespace() (in module bayespy.utils.misc) repeat_to_shape() (in module bayespy.utils.misc) reshape_axes() (in module bayespy.utils.misc) rmse() (in module bayespy.utils.misc) rotate() (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainMoments method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.SwitchingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.VaryingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.transformations.RotateGaussian method) (bayespy.inference.vmp.transformations.RotateGaussianARD method) (bayespy.inference.vmp.transformations.RotateGaussianMarkovChain method) (bayespy.inference.vmp.transformations.RotateMultiple method) (bayespy.inference.vmp.transformations.RotateSwitchingMarkovChain method) (bayespy.inference.vmp.transformations.RotateVaryingMarkovChain method) (bayespy.inference.vmp.transformations.RotationOptimizer method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) rotate_matrix() (bayespy.nodes.Gaussian method) rotate_plates() (bayespy.nodes.GaussianARD method) RotateGaussian (class in bayespy.inference.vmp.transformations) RotateGaussianARD (class in bayespy.inference.vmp.transformations) RotateGaussianMarkovChain (class in bayespy.inference.vmp.transformations) RotateMultiple (class in bayespy.inference.vmp.transformations) RotateSwitchingMarkovChain (class in bayespy.inference.vmp.transformations) RotateVaryingMarkovChain (class in bayespy.inference.vmp.transformations) RotationOptimizer (class in bayespy.inference.vmp.transformations) run() (bayespy.utils.misc.TestCase method)

S

safe_indices() (in module bayespy.utils.misc) save() (bayespy.inference.VB method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.inference.vmp.nodes.stochastic.Stochastic method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method) scale() (bayespy.nodes.Wishart method) set_annealing() (bayespy.inference.VB method) set_autosave() (bayespy.inference.VB method) set_callback() (bayespy.inference.VB method) set_parameters() (bayespy.inference.VB method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method) set_plotter() (bayespy.inference.vmp.nodes.constant.Constant method) (bayespy.inference.vmp.nodes.deterministic.Deterministic method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaToGaussianWishart method) (bayespy.inference.vmp.nodes.gaussian.GaussianToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianGamma method) (bayespy.inference.vmp.nodes.gaussian.WrapToGaussianWishart method) (bayespy.inference.vmp.nodes.node.Node method) (bayespy.inference.vmp.nodes.stochastic.Stochastic method) (bayespy.nodes.Add method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.ConcatGaussian method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Function method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gate method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SumMultiply method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.Take method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method)

set_value() (bayespy.inference.vmp.nodes.constant.Constant method) setup() (bayespy.inference.vmp.transformations.RotateGaussian method) (bayespy.inference.vmp.transformations.RotateGaussianARD method) (bayespy.inference.vmp.transformations.RotateGaussianMarkovChain method) (bayespy.inference.vmp.transformations.RotateMultiple method) (bayespy.inference.vmp.transformations.RotateSwitchingMarkovChain method) (bayespy.inference.vmp.transformations.RotateVaryingMarkovChain method) setUp() (bayespy.utils.misc.TestCase method) setUpClass() (bayespy.utils.misc.TestCase class method) shape_from_plates() (bayespy.inference.vmp.nodes.wishart.WishartMoments method) shortDescription() (bayespy.utils.misc.TestCase method) show() (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.inference.vmp.nodes.stochastic.Stochastic method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method) skipTest() (bayespy.utils.misc.TestCase method) solve_triangular() (in module bayespy.utils.linalg) sphere() (in module bayespy.utils.random) squeeze() (bayespy.inference.vmp.nodes.bernoulli.BernoulliDistribution method) (bayespy.inference.vmp.nodes.beta.BetaDistribution method) (bayespy.inference.vmp.nodes.binomial.BinomialDistribution method) (bayespy.inference.vmp.nodes.categorical.CategoricalDistribution method) (bayespy.inference.vmp.nodes.categorical_markov_chain.CategoricalMarkovChainDistribution method) (bayespy.inference.vmp.nodes.dirichlet.DirichletDistribution method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamilyDistribution method) (bayespy.inference.vmp.nodes.gamma.GammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianARDDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianGammaDistribution method) (bayespy.inference.vmp.nodes.gaussian.GaussianWishartDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.GaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.SwitchingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.gaussian_markov_chain.VaryingGaussianMarkovChainDistribution method) (bayespy.inference.vmp.nodes.multinomial.MultinomialDistribution method) (bayespy.inference.vmp.nodes.poisson.PoissonDistribution method) (bayespy.inference.vmp.nodes.stochastic.Distribution method) (bayespy.inference.vmp.nodes.wishart.WishartDistribution method) (in module bayespy.utils.misc) squeeze_to_dim() (in module bayespy.utils.misc) Stochastic (class in bayespy.inference.vmp.nodes.stochastic) subTest() (bayespy.utils.misc.TestCase method) sum_multiply() (in module bayespy.utils.misc) sum_multiply_to_plates() (in module bayespy.utils.misc) sum_product() (in module bayespy.utils.misc) sum_to_dim() (in module bayespy.utils.misc) sum_to_shape() (in module bayespy.utils.misc) SumMultiply (class in bayespy.nodes) svd() (in module bayespy.utils.random) SwitchingGaussianMarkovChain (class in bayespy.nodes) SwitchingGaussianMarkovChainDistribution (class in bayespy.inference.vmp.nodes.gaussian_markov_chain) symm() (in module bayespy.utils.misc)

T

T() (in module bayespy.utils.misc) t_logpdf() (in module bayespy.utils.random) Take (class in bayespy.nodes) tearDown() (bayespy.utils.misc.TestCase method) tearDownClass() (bayespy.utils.misc.TestCase class method) tempfile() (in module bayespy.utils.misc)

TestCase (class in bayespy.utils.misc) tracedot() (in module bayespy.utils.linalg) translate() (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) transpose() (in module bayespy.utils.linalg) trues() (in module bayespy.utils.misc)

U

unique() (in module bayespy.utils.misc) unobserve() (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.inference.vmp.nodes.stochastic.Stochastic method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method)

update() (bayespy.inference.VB method) (bayespy.inference.vmp.nodes.expfamily.ExponentialFamily method) (bayespy.inference.vmp.nodes.stochastic.Stochastic method) (bayespy.nodes.Bernoulli method) (bayespy.nodes.Beta method) (bayespy.nodes.Binomial method) (bayespy.nodes.Categorical method) (bayespy.nodes.CategoricalMarkovChain method) (bayespy.nodes.Dirichlet method) (bayespy.nodes.Exponential method) (bayespy.nodes.Gamma method) (bayespy.nodes.Gaussian method) (bayespy.nodes.GaussianARD method) (bayespy.nodes.GaussianGamma method) (bayespy.nodes.GaussianMarkovChain method) (bayespy.nodes.GaussianWishart method) (bayespy.nodes.Mixture method) (bayespy.nodes.Multinomial method) (bayespy.nodes.Poisson method) (bayespy.nodes.SwitchingGaussianMarkovChain method) (bayespy.nodes.VaryingGaussianMarkovChain method) (bayespy.nodes.Wishart method) use_logging() (bayespy.inference.VB method)

V

VaryingGaussianMarkovChain (class in bayespy.nodes)

VaryingGaussianMarkovChainDistribution (class in bayespy.inference.vmp.nodes.gaussian_markov_chain) VB (class in bayespy.inference)

W

Wishart (class in bayespy.nodes) wishart() (in module bayespy.utils.random) wishart_rand() (in module bayespy.utils.random) WishartDistribution (class in bayespy.inference.vmp.nodes.wishart)

WishartMoments (class in bayespy.inference.vmp.nodes.wishart) WrapToGaussianGamma (class in bayespy.inference.vmp.nodes.gaussian) WrapToGaussianWishart (class in bayespy.inference.vmp.nodes.gaussian) write_to_hdf5() (in module bayespy.utils.misc)

Z

zipper_merge() (in module bayespy.utils.misc)