whose role is declared to be id, used by default by the software in building clusters (by the attribute participating in the computation of distances. etc)?
What about building a supervised learning model as a:
- decision tree - does the implemented algorithm compute by default the gain ratio for an id attribute?
- naive bayes classifiers - does the algorithm compute conditional probabilities (and implicitly sample means and standard deviations) in the case of the declared id attribute?