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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.analysis.solvers;
import org.apache.commons.math3.analysis.UnivariateFunction;
/** Interface for {@link UnivariateSolver (univariate real) root-finding
* algorithms} that maintain a bracketed solution. There are several advantages
* to having such root-finding algorithms:
*
* - The bracketed solution guarantees that the root is kept within the
* interval. As such, these algorithms generally also guarantee
* convergence.
* - The bracketed solution means that we have the opportunity to only
* return roots that are greater than or equal to the actual root, or
* are less than or equal to the actual root. That is, we can control
* whether under-approximations and over-approximations are
* {@link AllowedSolution allowed solutions}. Other root-finding
* algorithms can usually only guarantee that the solution (the root that
* was found) is around the actual root.
*
*
* For backwards compatibility, all root-finding algorithms must have
* {@link AllowedSolution#ANY_SIDE ANY_SIDE} as default for the allowed
* solutions.
* @param Type of function to solve.
*
* @see AllowedSolution
* @since 3.0
*/
public interface BracketedUnivariateSolver
extends BaseUnivariateSolver {
/**
* Solve for a zero in the given interval.
* A solver may require that the interval brackets a single zero root.
* Solvers that do require bracketing should be able to handle the case
* where one of the endpoints is itself a root.
*
* @param maxEval Maximum number of evaluations.
* @param f Function to solve.
* @param min Lower bound for the interval.
* @param max Upper bound for the interval.
* @param allowedSolution The kind of solutions that the root-finding algorithm may
* accept as solutions.
* @return A value where the function is zero.
* @throws org.apache.commons.math3.exception.MathIllegalArgumentException
* if the arguments do not satisfy the requirements specified by the solver.
* @throws org.apache.commons.math3.exception.TooManyEvaluationsException if
* the allowed number of evaluations is exceeded.
*/
double solve(int maxEval, FUNC f, double min, double max,
AllowedSolution allowedSolution);
/**
* Solve for a zero in the given interval, start at {@code startValue}.
* A solver may require that the interval brackets a single zero root.
* Solvers that do require bracketing should be able to handle the case
* where one of the endpoints is itself a root.
*
* @param maxEval Maximum number of evaluations.
* @param f Function to solve.
* @param min Lower bound for the interval.
* @param max Upper bound for the interval.
* @param startValue Start value to use.
* @param allowedSolution The kind of solutions that the root-finding algorithm may
* accept as solutions.
* @return A value where the function is zero.
* @throws org.apache.commons.math3.exception.MathIllegalArgumentException
* if the arguments do not satisfy the requirements specified by the solver.
* @throws org.apache.commons.math3.exception.TooManyEvaluationsException if
* the allowed number of evaluations is exceeded.
*/
double solve(int maxEval, FUNC f, double min, double max, double startValue,
AllowedSolution allowedSolution);
}
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