Example usage for weka.core Instance copy

Introduction

In this page you can find the example usage for weka.core Instance copy.

Prototype

public Instance copy(double[] values);

Source Link

Document

Copies the instance but fills up its values based on the given array of doubles.

Usage

From source file:cn.ict.zyq.bestConf.bestConf.BestConf.java

License:Open Source License

public static void testCOMT2() throws Exception {
    BestConf bestconf = new BestConf();
    Instances trainingSet = DataIOFile.loadDataFromArffFile("data/trainingBestConf0.arff");
    trainingSet.setClassIndex(trainingSet.numAttributes() - 1);

    Instances samplePoints = LHSInitializer.getMultiDimContinuous(bestconf.getAttributes(),
            InitialSampleSetSize, false);
    samplePoints.insertAttributeAt(trainingSet.classAttribute(), samplePoints.numAttributes());
    samplePoints.setClassIndex(samplePoints.numAttributes() - 1);

    COMT2 comt = new COMT2(samplePoints, COMT2Iteration);

    comt.buildClassifier(trainingSet);//  w w w.ja  v  a2  s. c  o m

    Evaluation eval = new Evaluation(trainingSet);
    eval.evaluateModel(comt, trainingSet);
    System.err.println(eval.toSummaryString());

    Instance best = comt.getInstanceWithPossibleMaxY(samplePoints.firstInstance());
    Instances bestInstances = new Instances(trainingSet, 2);
    bestInstances.add(best);
    DataIOFile.saveDataToXrffFile("data/trainingBestConf_COMT2.arff", bestInstances);

    //now we output the training set with the class value updated as the predicted value
    Instances output = new Instances(trainingSet, trainingSet.numInstances());
    Enumeration<Instance> enu = trainingSet.enumerateInstances();
    while (enu.hasMoreElements()) {
        Instance ins = enu.nextElement();
        double[] values = ins.toDoubleArray();
        values[values.length - 1] = comt.classifyInstance(ins);
        output.add(ins.copy(values));
    }
    DataIOFile.saveDataToXrffFile("data/trainingBestConf0_predict.xrff", output);
}

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