Model-free detection of unique events in time series

Abstract Recognition of anomalous events is a challenging but critical task in many scientific and industrial fields, especially when the properties of anomalies are unknown. In this paper, we introduce a new anomaly concept called “unicorn” or unique event and present a new, model-free, unsupervise...

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Bibliographic Details
Main Authors: Zsigmond Benkő, Tamás Bábel, Zoltán Somogyvári
Format: Article
Language:English
Published: Nature Portfolio 2022-01-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-03526-y