YAILS deals with two different type of incomplete information, namely unknown attribute values in the given examples and missing attribute information. The first case has the obvious meaning that some value is unknown but the human expert which gives the examples doesn't known if that value is important for the learning task. On the second case the human expert gives YAILS the information that some attribute is irrelevant in the given example.