Beyond Outlier Detection: LookOut for Pictorial Explanation

Nikhil Gupta
Nikhil Gupta
Dhivya Eswaran
Dhivya Eswaran

ECML/PKDD (1), pp. 122-138, 2018.

Cited by: 16|Views40
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Abstract:

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

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