I am trying to the Weka's Principal Component Analysis. I
understand how to make it generate the new attributes but I wanted to know
if Weka provided a way to transform the data into this newly defined
Sure. Run your data through the AttributeSelectionFilter which will
enable you to choose the PrincipalComponents evaluator. The resulting
dataset will use the transformed attributes.