Learning from Positive and Unlabeled Data with Arbitrary Positive Shift

Zayd Hammoudeh, Daniel Lowd

Positive-unlabeled (PU) learning trains a binary classifier using only positive and unlabeled data. A common simplifying assumption is that the positive data is representative of t…