@Override
protected ExampleSetMetaData modifyMetaData(ExampleSetMetaData exampleSetMetaData)
throws UndefinedParameterError {
AttributeMetaData label = exampleSetMetaData.getLabelMetaData();
if (label != null) {
if (label.isNumerical() && getParameterAsDouble(PARAMETER_LABEL_NOISE) > 0) {
label.setValueSetRelation(SetRelation.SUPERSET);
}
}
double defaultNoise = getParameterAsDouble(PARAMETER_DEFAULT_ATTRIBUTE_NOISE);
if (defaultNoise > 0) {
for (AttributeMetaData amd : exampleSetMetaData.getAllAttributes()) {
if (!amd.isSpecial()) {
if (amd.isNumerical()) {
amd.setValueSetRelation(SetRelation.SUPERSET);
}
}
}
}
int numberOfRandomAttributes = getParameterAsInt(PARAMETER_RANDOM_ATTRIBUTES);
for (int i = 0; i < numberOfRandomAttributes; i++) {
AttributeMetaData amd =
new AttributeMetaData("random" + ((i == 0) ? "" : i + ""), Ontology.REAL);
amd.setValueRange(
new Range(Double.NEGATIVE_INFINITY, Double.POSITIVE_INFINITY), SetRelation.SUBSET);
exampleSetMetaData.addAttribute(amd);
}
return exampleSetMetaData;
}
public Vector<String> getAttributeNames() {
Vector<String> names = new Vector<>();
Vector<String> regularNames = new Vector<>();
MetaData metaData = getMetaData();
if (metaData != null) {
if (metaData instanceof ExampleSetMetaData) {
ExampleSetMetaData emd = (ExampleSetMetaData) metaData;
for (AttributeMetaData amd : emd.getAllAttributes()) {
if (!isFilteredOut(amd) && isOfAllowedType(amd.getValueType())) {
if (amd.isSpecial()) {
names.add(amd.getName());
} else {
regularNames.add(amd.getName());
}
}
}
} else if (metaData instanceof ModelMetaData) {
ModelMetaData mmd = (ModelMetaData) metaData;
ExampleSetMetaData emd = mmd.getTrainingSetMetaData();
if (emd != null) {
for (AttributeMetaData amd : emd.getAllAttributes()) {
if (!isFilteredOut(amd) && isOfAllowedType(amd.getValueType())) {
if (amd.isSpecial()) {
names.add(amd.getName());
} else {
regularNames.add(amd.getName());
}
}
}
}
}
}
Collections.sort(names);
Collections.sort(regularNames);
names.addAll(regularNames);
return names;
}
@Override
public ExampleSetMetaData applyOnFilteredMetaData(ExampleSetMetaData metaData) {
for (AttributeMetaData amd : metaData.getAllAttributes()) {
if (amd.isNumerical() && !amd.isSpecial()) {
Range range = amd.getValueRange();
amd.setValueRange(
new Range(0, Math.max(Math.abs(range.getLower()), Math.abs(range.getUpper()))),
amd.getValueSetRelation());
amd.getMean().setUnkown();
}
}
return metaData;
}
private ExampleSetMetaData applyRulesOnMetaData(
List<String> rules, MetaData metaData, FilterConditon condition)
throws UndefinedParameterError {
if (metaData == null || !(metaData instanceof ExampleSetMetaData) || condition == null) {
return new ExampleSetMetaData();
}
ExampleSetMetaData sortedMetaData = new ExampleSetMetaData();
ExampleSetMetaData originalMetaData = (ExampleSetMetaData) metaData;
Collection<AttributeMetaData> allAttributes = originalMetaData.getAllAttributes();
// iterate over all rules
for (String currentRule : rules) {
// iterate over all original attributes and check if rule applies
Iterator<AttributeMetaData> iterator = allAttributes.iterator();
while (iterator.hasNext()) {
AttributeMetaData attrMD = iterator.next();
// skip special attributes
if (attrMD.isSpecial()) {
continue;
}
// if rule applies, remove attribute from unmachted list and add it to rules matched
// list
if (condition.match(currentRule, attrMD.getName())) {
iterator.remove();
sortedMetaData.addAttribute(attrMD);
}
}
}
if (!getParameterAsString(PARAMETER_HANDLE_UNMATCHED_ATTRIBUTES)
.equals(REMOVE_UNMATCHED_MODE)) {
sortedMetaData.addAllAttributes(allAttributes);
}
return sortedMetaData;
}