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196 lines (162 loc) · 5.07 KB
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/**
*
*/
public class DecisionTreeNode {
String name = null;
private float value = 0.0f;
// If this is null, then this is root
DecisionTreeEdge parentEdge = null;
// yes edge
DecisionTreeEdge yesEdge;
// no edge
DecisionTreeEdge noEdge;
/**
*
*/
public DecisionTreeNode(String name, float value) {
this.name = name;
this.value = value;
}
/**
*
* @param parentEdge
*/
public DecisionTreeNode(String name, float value, DecisionTreeEdge parentEdge) {
this(name, value);
this.parentEdge = parentEdge;
}
public DecisionTreeEdge addYesEdge(String name, float value) {
this.yesEdge = new DecisionTreeEdge(name,value, this);
return this.yesEdge;
}
public DecisionTreeEdge addNoEdge(String name, float value) {
this.noEdge = new DecisionTreeEdge(name,value, this);
return this.noEdge;
}
// Traversal compute values of leaves with no children
/**
* Computes leaf probabilities if we have a parent and grandparent edges
*/
public void computePosteriors() {
// Is this a leaf?
if (yesEdge == null && noEdge == null) {
// Do we have two levels of edges?
if (parentEdge != null) {
DecisionTreeNode parentNode = parentEdge.getParent();
if (parentNode != null) {
DecisionTreeEdge grandParentEdge = parentNode.getParentEdge();
if (grandParentEdge != null) {
// COMPUTE POSTERIOR PROBABILITY
this.value = parentEdge.getValue() * grandParentEdge.getValue();
}
}
}
} else {
yesEdge.getChild().computePosteriors();
noEdge.getChild().computePosteriors();
}
}
// Traversal compute values of leaves with no children
/**
* Computes leaf probabilities if we have a parent and grandparent edges
*/
public void printNodes() {
if (value > 0.0f) {
System.out.println(name + " " + value);
}
// Is this a leaf?
if (yesEdge != null && noEdge != null) {
System.out.println(yesEdge.getName() + " " + yesEdge.getValue());
yesEdge.getChild().printNodes();
System.out.println(noEdge.getName() + " " + noEdge.getValue());
noEdge.getChild().printNodes();
}
}
/**
* Sum only the leaves (no edges) with Yes edges to compute the probability of event B
* @param parentYes
* @param sum
* @return
*/
public float sumYes(boolean parentYes, float sum) {
float currentSum = sum;
if (yesEdge != null && noEdge != null) {
if (yesEdge.getChild() != null && noEdge.getChild() != null) {
currentSum = yesEdge.getChild().sumYes(true, currentSum);
currentSum = noEdge.getChild().sumYes(false, currentSum);
}
} else if (parentYes) {
return currentSum + value;
}
return currentSum;
}
/**
* Sum only the leaves (no edges) with Yes edges to compute the probability of event A
* @param parentNo
* @param sum
* @return
*/
public float sumNo(boolean parentNo, float sum) {
float currentSum = sum;
if (yesEdge != null && noEdge != null) {
if (yesEdge.getChild() != null && noEdge.getChild() != null) {
currentSum = yesEdge.getChild().sumNo(true, currentSum);
currentSum = noEdge.getChild().sumNo(false, currentSum);
}
} else if (parentNo) {
return currentSum + value;
}
return currentSum;
}
//
//
//
// /**
// *
// * @return
// */
// private float computeYes() {
// float yesCompute = 1.0f;
// if (yesEdge != null) {
// yesCompute = yesEdge.computeYes();
// }
// return yesCompute * value;
// }
//
// /**
// * Compute the no edge
// * @return
// */
// private float computeNo() {
// float noCompute = 1.0f;
// if (noEdge != null) {
// noCompute = noEdge.computeNo();
// }
//
// return noCompute * value;
// }
public float getValue() {
return value;
}
public void setValue(float value) {
this.value = value;
}
public DecisionTreeEdge getParentEdge() {
return parentEdge;
}
public void setParentEdge(DecisionTreeEdge parentEdge) {
this.parentEdge = parentEdge;
}
public DecisionTreeEdge getYesEdge() {
return yesEdge;
}
public void setYesEdge(DecisionTreeEdge yesEdge) {
this.yesEdge = yesEdge;
}
public DecisionTreeEdge getNoEdge() {
return noEdge;
}
public void setNoEdge(DecisionTreeEdge noEdge) {
this.noEdge = noEdge;
}
}