/**
* Classify a given instance using the best generated LinearRegression Classifier.
*
* @param instance instance to be classified
* @return class value
* @throws Exception if an error occurs
*/
public double classifyInstance(Instance instance) throws Exception {
Instance transformedInstance = instance;
m_TransformFilter.input(transformedInstance);
transformedInstance = m_TransformFilter.output();
m_MissingFilter.input(transformedInstance);
transformedInstance = m_MissingFilter.output();
return m_ls.classifyInstance(transformedInstance);
} // classifyInstance
/**
* Cleans up data
*
* @param data data to be cleaned up
* @throws Exception if an error occurs
*/
private void cleanUpData(Instances data) throws Exception {
m_Data = data;
m_TransformFilter = new NominalToBinary();
m_TransformFilter.setInputFormat(m_Data);
m_Data = Filter.useFilter(m_Data, m_TransformFilter);
m_MissingFilter = new ReplaceMissingValues();
m_MissingFilter.setInputFormat(m_Data);
m_Data = Filter.useFilter(m_Data, m_MissingFilter);
m_Data.deleteWithMissingClass();
}