/**
* @param model another ConjuctiveRuleModel
* @return true, if this rule is a refinement of the specified rule, or if both rules are equal. A
* rule refines another one, if it conatains all of its lietrals and predicts the same label.
*/
public boolean isRefinementOf(ConjunctiveRuleModel model) {
if (this == model) {
return true;
}
int numLiterals = model.getRuleLength();
if (this.getRuleLength() < numLiterals || this.getConclusion() != model.getConclusion()) {
return false;
}
for (int i = 0; i < numLiterals; i++) {
Attribute attribute = model.getAttributeOfLiteral(i);
int pos;
if ((pos = this.getPositionOfAttributeInRule(attribute)) == -1) {
return false;
}
// Any attribute is tested at most once, which simplifies
// comparisons:
if (model.getTestedValueAtLiteral(i) != this.getTestedValueAtLiteral(pos)) {
return false;
}
}
return true;
}
/** Constructor to create an empty rule that makes a default prediction */
public ConjunctiveRuleModel(
ConjunctiveRuleModel ruleToExtend, Attribute attribute, double testValue)
throws OperatorException {
super(ruleToExtend.getTrainingHeader());
if (ruleToExtend.getPositionOfAttributeInRule(attribute) != -1) {
throw new OperatorException(
"ConjunctiveRuleModels may not contain the same attribute twice!");
}
this.predictedLabel = ruleToExtend.predictedLabel;
this.myLiterals.addAll(ruleToExtend.myLiterals);
Literal literalToAdd = new Literal(attribute, testValue);
this.myLiterals.add(literalToAdd);
}
/**
* Two rules are equal, if they are both permutations of the same set of literals and predict the
* same label.
*/
public boolean equals(Object object) {
if (object == null) return false;
if (this == object) return true;
if (!(object instanceof ConjunctiveRuleModel)) return false;
ConjunctiveRuleModel rule = (ConjunctiveRuleModel) object;
if (this.getRuleLength() != rule.getRuleLength()
|| this.getConclusion() != rule.getConclusion()) return false;
for (int i = 0; i < this.getRuleLength(); i++) {
Attribute att = this.getAttributeOfLiteral(i);
int pos;
if ((pos = rule.getPositionOfAttributeInRule(att)) == -1
|| this.getTestedValueAtLiteral(i) != rule.getTestedValueAtLiteral(pos)) return false;
}
return true;
}
/** Constructor to clone a rule, but to change the head (prediction) */
public ConjunctiveRuleModel(ConjunctiveRuleModel ruleToClone, int predictedLabel) {
super(ruleToClone.getTrainingHeader());
this.predictedLabel = predictedLabel;
this.myLiterals.addAll(ruleToClone.myLiterals);
}
