Example usage for weka.classifiers.trees M5P getM5RootNode

List of usage examples for weka.classifiers.trees M5P getM5RootNode

Introduction

In this page you can find the example usage for weka.classifiers.trees M5P getM5RootNode.

Prototype

public RuleNode getM5RootNode() 

Source Link

Usage

From source file:cn.ict.zyq.bestConf.COMT2.COMT2.java

License:Open Source License

private ArrayList<Branch2> getLeavesInfoForM5P(M5P model) {
    ArrayList<Branch2> retval = new ArrayList<Branch2>();
    ArrayList<RuleNode> leafNodes = new ArrayList<RuleNode>();
    model.getM5RootNode().returnLeaves(new ArrayList[] { leafNodes });

    for (RuleNode leaf : leafNodes) {
        Branch2 branch = new Branch2();
        ArrayList<PreConstructedLinearModel> lmodel = new ArrayList<PreConstructedLinearModel>();
        lmodel.add(leaf.getModel());//from   www. ja va  2 s  . c o  m
        branch.setLinearModels(lmodel);

        Map<Attribute, Range<Double>> rangeMap = branch.getRangeMap();
        RuleNode parent = leaf, child;
        while (parent.parentNode() != null) {
            child = parent;
            parent = parent.parentNode();

            Attribute att = this.labeledInstances.attribute(parent.splitAtt());
            Range<Double> previous = null;
            if (parent.leftNode() == child)
                previous = rangeMap.put(att, Range.atMost(parent.splitVal()));
            else
                previous = rangeMap.put(att, Range.greaterThan(parent.splitVal()));
            //the attribute is visited previously
            if (previous != null) {
                previous = rangeMap.get(att).intersection(previous);
                rangeMap.put(att, previous);
            }
        }

        retval.add(branch);
    }

    return retval;
}

From source file:cn.ict.zyq.bestConf.COMT2.COMT2.java

License:Open Source License

private static Instances getSiblings(M5P modelTree, Instance ins) {
    RuleNode node = modelTree.getM5RootNode();

    while (!node.isLeaf()) {
        if (ins.value(node.splitAtt()) <= node.splitVal()) {
            node = node.leftNode();/*from w  ww.j  a  v a2  s . c o  m*/
        } else {
            node = node.rightNode();
        }
    }

    return node.zyqGetTrainingSet();
}