Beyond Outlier Detection: LookOut for Pictorial Explanation
ECML/PKDD (1), pp. 122-138, 2018.
Why is a given point in a dataset marked as an outlier by an off-the-shelf detection algorithm? Which feature(s) explain it the best? What is the best way to convince a human analyst that the point is indeed an outlier? We provide succinct, interpretable, and simple pictorial explanations of outlying behavior in multi-dimensional real-val...More
Full Text (Upload PDF)
PPT (Upload PPT)