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Massive On-line Analysis is an environment for massive data mining. MOA provides a framework for data stream mining and includes tools for evaluation and a collection of machine learning algorithms. Related to the WEKA project, also written in Java, while scaling to more demanding problems.

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/*
 *    ChangeDetector.java
 *    Copyright (C) 2011 University of Waikato, Hamilton, New Zealand
 *    @author Albert Bifet (abifet at cs dot waikato dot ac dot nz)
 *
 *    This program is free software; you can redistribute it and/or modify
 *    it under the terms of the GNU General Public License as published by
 *    the Free Software Foundation; either version 3 of the License, or
 *    (at your option) any later version.
 *
 *    This program is distributed in the hope that it will be useful,
 *    but WITHOUT ANY WARRANTY; without even the implied warranty of
 *    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
 *    GNU General Public License for more details.
 *
 *    You should have received a copy of the GNU General Public License
 *    along with this program. If not, see .
 */
package moa.classifiers.core.driftdetection;

import moa.options.OptionHandler;

/**
 *  Change Detector interface to implement methods that detects change.
 *
 * @author Albert Bifet (abifet at cs dot waikato dot ac dot nz)
 * @version $Revision: 7 $
 */
public interface ChangeDetector extends OptionHandler {

    /**
     * Resets this change detector. It must be similar to starting a new change
     * detector from scratch.
     *
     */
    public void resetLearning();

    /**
     * Adding a numeric value to the change detector

* * The output of the change detector is modified after the insertion of a * new item inside. * * @param inputValue the number to insert into the change detector */ public void input(double inputValue); /** * Gets whether there is change detected. * * @return true if there is change */ public boolean getChange(); /** * Gets whether the change detector is in the warning zone, after a warning alert and before a change alert. * * @return true if the change detector is in the warning zone */ public boolean getWarningZone(); /** * Gets the prediction of next values. * * @return a prediction of the next value */ public double getEstimation(); /** * Gets the length of the delay in the change detected. * * @return he length of the delay in the change detected */ public double getDelay(); /** * Gets the output state of the change detection. * * @return an array with the number of change detections, number of * warnings, delay, and estimation. */ public double[] getOutput(); /** * Returns a string representation of the model. * * @param sb the stringbuilder to add the description * @param indent the number of characters to indent */ @Override public void getDescription(StringBuilder sb, int indent); /** * Produces a copy of this drift detection method * * @return the copy of this drift detection method */ @Override public ChangeDetector copy(); }




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