Scoring anomalies: a M-estimation formulation

Stéphan Clémençon, Jérémie Jakubowicz

Abstract: It is the purpose of this paper to formulate the issue of scoring multivariate observations depending on their degree of abnormality/novelty as an unsupervised learning task. Whereas in the 1-d sit...