Convincing Classify to accept training data that is missing a Class ...

I have two classes and want to plot incremental learning of them. Early on, one class may not have been observed, yet.

How do I get Classify to work in this case?

I’ve tried using Missing[], but couldn’t get that to work.

–Mark