edu.cmu.tetrad.algcomparison.statistic.ProportionSemidirectedPathsNotReversedEst Maven / Gradle / Ivy
package edu.cmu.tetrad.algcomparison.statistic;
import edu.cmu.tetrad.data.DataModel;
import edu.cmu.tetrad.graph.Graph;
import edu.cmu.tetrad.graph.Node;
import edu.cmu.tetrad.graph.NodeType;
import java.util.List;
/**
* Proportion of semi(X, Y) in estimated graph for which there is no semi(Y, X) in true graph.
*
* @author josephramsey
*/
public class ProportionSemidirectedPathsNotReversedEst implements Statistic {
private static final long serialVersionUID = 23L;
@Override
public String getAbbreviation() {
return "semi(X,Y,est)==>!semi(Y,X,true)";
}
@Override
public String getDescription() {
return "Proportion of semi(X, Y) in estimated graph for which there is no semi(Y, X) in true graph";
}
@Override
public double getValue(Graph trueGraph, Graph estGraph, DataModel dataModel) {
List nodes = estGraph.getNodes();
nodes.removeIf(node -> node.getNodeType() == NodeType.LATENT);
int tp = 0;
int fp = 0;
for (Node x : nodes) {
for (Node y : nodes) {
if (x == y) continue;
if (estGraph.paths().existsSemiDirectedPath(x, y)) {
if (!trueGraph.paths().existsSemiDirectedPath(y, x)) {
tp++;
} else {
fp++;
}
}
}
}
return tp / (double) (tp + fp);
}
@Override
public double getNormValue(double value) {
return value;
}
}