public Instances transformInstances(MultiLabelInstances mlData) throws Exception { labelIndices = mlData.getLabelIndices(); numOfLabels = mlData.getNumLabels(); Instances data = mlData.getDataSet(); Instances transformed = new Instances(mlData.getDataSet(), 0); // delete all labels transformed = RemoveAllLabels.transformInstances(transformed, labelIndices); // add single label attribute ArrayList<String> classValues = new ArrayList<String>(numOfLabels); for (int x = 0; x < numOfLabels; x++) { classValues.add("Class" + (x + 1)); } Attribute newClass = new Attribute("Class", classValues); transformed.insertAttributeAt(newClass, transformed.numAttributes()); transformed.setClassIndex(transformed.numAttributes() - 1); for (int instanceIndex = 0; instanceIndex < data.numInstances(); instanceIndex++) { // System.out.println(data.instance(instanceIndex).toString()); List<Instance> result = transformInstance(data.instance(instanceIndex)); for (Instance instance : result) { // System.out.println(instance.toString()); transformed.add(instance); // System.out.println(transformed.instance(transformed.numInstances()-1)); } } return transformed; }