Chapter 5

Online Change Detection

Shen-Shyang Hoa and Harry Wechslerb,    aSchool of Computer Engineering, Nanyang Technological University, Singapore,    bDepartment of Computer Science, George Mason University, VA, USA

Abstract

In this chapter, we provide an overview of the recent development of the online change detection approach for data sequence based on martingale computed using p-values derived from nonconformity scores for observed data. In particular, we summarize and discuss (1) the effectiveness of the change detection method on different scenarios and (2) implementation issues related to the martingale-based change detection method.

Keywords

Online Change Detection; Concept Drift; Sequential Data; Exchangeability; Martingale

In this ...

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