Basically, it's when your distribution that your classes come from change between training and test. For example, if after training your classifier to distingu

Basically, it's when your distribution that your classes come from change between training and test. For example, if after training your classifier to distinguish between cats and dogs, all of a sudden society decides that all white haired dogs are now called cats, your classifier is clearly going to get "poor" performance.