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/*
* File: BayesianEstimator.java
* Authors: Kevin R. Dixon
* Company: Sandia National Laboratories
* Project: Cognitive Foundry
*
* Copyright Nov 16, 2009, Sandia Corporation.
* Under the terms of Contract DE-AC04-94AL85000, there is a non-exclusive
* license for use of this work by or on behalf of the U.S. Government.
* Export of this program may require a license from the United States
* Government. See CopyrightHistory.txt for complete details.
*
*/
package gov.sandia.cognition.statistics.bayesian;
import gov.sandia.cognition.annotation.PublicationReference;
import gov.sandia.cognition.annotation.PublicationReferences;
import gov.sandia.cognition.annotation.PublicationType;
import gov.sandia.cognition.learning.algorithm.BatchLearner;
import gov.sandia.cognition.statistics.Distribution;
import java.util.Collection;
/**
* A type of estimation procedure based on Bayes's rule, which allows us
* to estimate the uncertainty of parameters given a set of observations
* that we are given.
* @author Kevin R. Dixon
* @since 3.0
* @param
* Observations from the ConditionalType that are used to estimate the
* parameters of the distribution.
* @param
* Type of parameter estimated by this algorithm, which is used to
* parameterize the conditional distribution.
* @param
* Type of posterior Distribution, which describes the uncertainty of the
* parameters after we have incorporated the observations.
*/
@PublicationReferences(
references={
@PublicationReference(
author="William M. Bolstad",
title="Introduction to Bayesian Statistics: Second Edition",
type=PublicationType.Book,
year=2007,
notes="Good introductory text."
)
,
@PublicationReference(
author="Christian P. Robert",
title="The Bayesian Choice: From Decision-Theoretic Foundations to Computational Implementation, Second Edition",
type=PublicationType.Book,
year=2007,
notes="Good advanced text."
)
,
@PublicationReference(
author="Wikipedia",
title="Bayes estimator",
type=PublicationType.WebPage,
year=2009,
url="http://en.wikipedia.org/wiki/Bayes_estimator"
)
}
)
public interface BayesianEstimator>
extends BatchLearner,PosteriorType>
{
}
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