| Package | Description |
|---|---|
| gov.sandia.cognition.statistics.bayesian |
Provides algorithms for computing Bayesian estimates of parameters.
|
| gov.sandia.cognition.statistics.bayesian.conjugate |
Provides Bayesian estimation routines based on conjugate prior distribution
of parameters of specific conditional distributions.
|
| Class and Description |
|---|
| MultivariateGaussianMeanBayesianEstimator
Bayesian estimator for the mean of a MultivariateGaussian using its conjugate
prior, which is also a MultivariateGaussian.
|
| MultivariateGaussianMeanCovarianceBayesianEstimator
Performs robust estimation of both the mean and covariance of a
MultivariateGaussian conditional distribution using the conjugate prior
Normal-Inverse-Wishart distribution.
|
| Class and Description |
|---|
| AbstractConjugatePriorBayesianEstimator
Partial implementation of ConjugatePriorBayesianEstimator that contains a initial belief
(prior) distribution function.
|
| BernoulliBayesianEstimator.Parameter
Parameter of this conjugate prior relationship.
|
| BinomialBayesianEstimator
A Bayesian estimator for the parameter of a Bernoulli parameter, p,
of a BinomialDistribution using the conjugate prior BetaDistribution.
|
| BinomialBayesianEstimator.Parameter
Parameter of this relationship
|
| ConjugatePriorBayesianEstimator
A Bayesian Estimator that makes use of conjugate priors, which is a
mathematical trick when the conditional and the prior result a posterior
that is the same type as the prior.
|
| ConjugatePriorBayesianEstimatorPredictor
A conjugate prior estimator that also has a closed-form predictive posterior.
|
| ExponentialBayesianEstimator.Parameter
Bayesian parameter describing this conjugate relationship.
|
| GammaInverseScaleBayesianEstimator.Parameter
Bayesian parameter describing this conjugate relationship.
|
| MultinomialBayesianEstimator.Parameter
Parameter of this conjugate prior relationship.
|
| MultivariateGaussianMeanBayesianEstimator.Parameter
Parameter of this conjugate prior relationship.
|
| MultivariateGaussianMeanCovarianceBayesianEstimator.Parameter
Parameter for this conjugate prior estimator.
|
| PoissonBayesianEstimator.Parameter
Parameter of this conjugate prior relationship.
|
| UniformDistributionBayesianEstimator.Parameter
Parameter of this conjugate prior relationship.
|
| UnivariateGaussianMeanBayesianEstimator.Parameter
Parameter of this conjugate prior relationship.
|
| UnivariateGaussianMeanVarianceBayesianEstimator.Parameter
Parameter for this conjugate prior estimator.
|