/**
* This function generates a classifier from the CompSet of the generated fuzzy rules
*
* @return Classifier obtained
*/
public RuleBase classifier() {
int i, j;
boolean stop;
Rule rule;
RuleBase bestRuleBase;
for (i = 0; i < this.ruleBase.size(); i++) {
rule = this.ruleBase.get(i);
rule.orderDF();
}
this.fitness = this.train.size();
bestRuleBase = this.clone();
System.out.println("Fitness Inicial: " + this.fitness);
if (this.ruleBase.size() > 1) {
do {
this.calculateRightNWrongN();
this.removeRules();
this.rateError();
System.out.println("Fitness: " + this.fitness + " NRules: " + this.ruleBase.size());
stop = true;
if (this.fitness <= bestRuleBase.fitness) {
bestRuleBase = this.clone();
if (this.ruleBase.size() > 1 && this.fitness > 0) stop = false;
}
} while (!stop);
}
bestRuleBase.evalua();
return (bestRuleBase);
}
