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A Java's Collaborative Filtering library to carry out experiments in research of Collaborative Filtering based Recommender Systems. The library has been designed from researchers to researchers.
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/*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package org.apache.commons.math3.stat.interval;
import org.apache.commons.math3.exception.NumberIsTooLargeException;
import org.apache.commons.math3.exception.OutOfRangeException;
import org.apache.commons.math3.exception.NotPositiveException;
import org.apache.commons.math3.exception.NotStrictlyPositiveException;
/**
* Interface to generate confidence intervals for a binomial proportion.
*
* @see Binomial
* proportion confidence interval (Wikipedia)
* @since 3.3
*/
public interface BinomialConfidenceInterval {
/**
* Create a confidence interval for the true probability of success
* of an unknown binomial distribution with the given observed number
* of trials, successes and confidence level.
*
* Preconditions:
*
* - {@code numberOfTrials} must be positive
* - {@code numberOfSuccesses} may not exceed {@code numberOfTrials}
* - {@code confidenceLevel} must be strictly between 0 and 1 (exclusive)
*
*
*
* @param numberOfTrials number of trials
* @param numberOfSuccesses number of successes
* @param confidenceLevel desired probability that the true probability of
* success falls within the returned interval
* @return Confidence interval containing the probability of success with
* probability {@code confidenceLevel}
* @throws NotStrictlyPositiveException if {@code numberOfTrials <= 0}.
* @throws NotPositiveException if {@code numberOfSuccesses < 0}.
* @throws NumberIsTooLargeException if {@code numberOfSuccesses > numberOfTrials}.
* @throws OutOfRangeException if {@code confidenceLevel} is not in the interval {@code (0, 1)}.
*/
ConfidenceInterval createInterval(int numberOfTrials, int numberOfSuccesses, double confidenceLevel)
throws NotStrictlyPositiveException, NotPositiveException,
NumberIsTooLargeException, OutOfRangeException;
}
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