/** Method interface for Automatic Branch and Bound */
public void ejecutar() {
String resultado;
int i, numFeatures;
Date d;
d = new Date();
resultado =
"RESULTS generated at "
+ String.valueOf((Date) d)
+ " \n--------------------------------------------------\n";
resultado += "Algorithm Name: " + params.nameAlgorithm + "\n";
/* call of ABB algorithm */
runABB();
resultado += "\nPARTITION Filename: " + params.trainFileNameInput + "\n---------------\n\n";
resultado += "Features selected: \n";
for (i = numFeatures = 0; i < features.length; i++)
if (features[i] == true) {
resultado += Attributes.getInputAttribute(i).getName() + " - ";
numFeatures++;
}
resultado +=
"\n\n"
+ String.valueOf(numFeatures)
+ " features of "
+ Attributes.getInputNumAttributes()
+ "\n\n";
resultado +=
"Error in test (using train for prediction): "
+ String.valueOf(data.validacionCruzada(features))
+ "\n";
resultado +=
"Error in test (using test for prediction): "
+ String.valueOf(data.LVOTest(features))
+ "\n";
resultado += "---------------\n";
System.out.println("Experiment completed successfully");
/* creates the new training and test datasets only with the selected features */
Files.writeFile(params.extraFileNameOutput, resultado);
data.generarFicherosSalida(params.trainFileNameOutput, params.testFileNameOutput, features);
}
/**
* It does remove an attribute. To remove an attribute, the train and the test sets have to be
* passed to mantain the coherence of the system. Otherwise, only the attribute of the train set
* would be removed, leaving inconsistent the instances of the test set, because of having one
* extra attribute inexistent anymore.
*
* @param tSet is the test set.
* @param inputAtt is a boolean that is true when the attribute that is wanted to be removed is an
* input attribute.
* @param whichAtt is a integer that indicate the position of the attriubte to be deleted.
* @return a boolean indicating if the attribute has been deleted
*/
public boolean removeAttribute(InstanceSet tSet, boolean inputAtt, int whichAtt) {
Attribute attToDel = null;
// Getting a reference to the attribute to del
if (inputAtt) {
if (storeAttributesAsNonStatic && attributes != null)
attToDel = (Attribute) attributes.getInputAttribute(whichAtt);
else attToDel = (Attribute) Attributes.getInputAttribute(whichAtt);
} else {
if (storeAttributesAsNonStatic && attributes != null)
attToDel = (Attribute) attributes.getOutputAttribute(whichAtt);
else attToDel = (Attribute) Attributes.getOutputAttribute(whichAtt);
}
if (storeAttributesAsNonStatic && attributes != null) {
System.out.println("Removing the attribute");
if (!attributes.removeAttribute(inputAtt, whichAtt)
|| !tSet.attributes.removeAttribute(inputAtt, whichAtt)) return false;
} else {
if (!Attributes.removeAttribute(inputAtt, whichAtt)) return false;
}
for (int i = 0; i < instanceSet.length; i++) {
if (storeAttributesAsNonStatic && attributes != null) {
instanceSet[i].removeAttribute(attributes, attToDel, inputAtt, whichAtt);
} else {
instanceSet[i].removeAttribute(attToDel, inputAtt, whichAtt);
}
}
if (tSet != null)
for (int i = 0; i < tSet.instanceSet.length; i++) {
if (storeAttributesAsNonStatic && attributes != null)
tSet.instanceSet[i].removeAttribute(attributes, attToDel, inputAtt, whichAtt);
else tSet.instanceSet[i].removeAttribute(attToDel, inputAtt, whichAtt);
}
return true;
} // end removeAttribute