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AIMA-Java Core Algorithms from the book Artificial Intelligence a Modern Approach 3rd Ed.
package aima.core.probability;
import java.util.Set;
import aima.core.probability.proposition.AssignmentProposition;
/**
* Artificial Intelligence A Modern Approach (3rd Edition): page 487.
*
* A probability distribution is a function that assigns probabilities to events
* (sets of possible worlds).
*
* Note: This definition is slightly different than that given in AIMA3e
* pg. 487, which in this API corresponds to a CategoricalDistribution.
*
* @see Probability Distribution
*
* @author Ciaran O'Reilly
*/
public interface ProbabilityDistribution {
/**
* @return a consistent ordered Set (e.g. LinkedHashSet) of the random
* variables this probability distribution is for.
*/
Set getFor();
/**
*
* @param rv
* the Random Variable to be checked.
* @return true if this Distribution is for the passed in Random Variable,
* false otherwise.
*/
boolean contains(RandomVariable rv);
/**
* Get the value for the provided set of values for the random variables
* comprising the Distribution (ordering and size of each must equal and
* their domains must match).
*
* @param eventValues
* the values for the random variables comprising the
* Distribution
* @return the value for the possible worlds associated with the assignments
* for the random variables comprising the Distribution.
*/
double getValue(Object... eventValues);
/**
* Get the value for the provided set of AssignmentPropositions for the
* random variables comprising the Distribution (size of each must equal and
* their random variables must match).
*
* @param eventValues
* the assignment propositions for the random variables
* comprising the Distribution
* @return the value for the possible worlds associated with the assignments
* for the random variables comprising the Distribution.
*/
double getValue(AssignmentProposition... eventValues);
}
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