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The ARC Training Centre for
Transforming Maintenance through Data Science
Publications

On using the modularity of recurrence network communities to detect change-point behaviour

David M. Walker, Ayham Zaitouny and Debora C. Correa*

A new network algorithm to detect when time series changes concepts.

Recurrence network communities as a proxy for quadrant scan tipping point detection.

Real-world industrial application to streaming data and run-to-failure experiments.


Publication: Expert Systems with Applications Volume 176, 15 August 2021, 114837
DOI: 10.1016/j.eswa.2021.114837