changepoint : An R Package for Changepoint Analysis

One of the key challenges in changepoint analysis is the ability to detect multiple changes within a given time series or sequence. The changepoint package has been developed to provide users with a choice of multiple changepoint search methods to use in conjunction with a given changepoint method a...

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Bibliographic Details
Published in:Journal of statistical software Vol. 58; no. 3; pp. 1 - 19
Main Authors: Killick, Rebecca, Eckley, Idris A.
Format: Journal Article
Language:English
Published: Foundation for Open Access Statistics 01-06-2014
Online Access:Get full text
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Summary:One of the key challenges in changepoint analysis is the ability to detect multiple changes within a given time series or sequence. The changepoint package has been developed to provide users with a choice of multiple changepoint search methods to use in conjunction with a given changepoint method and in particular provides an implementation of the recently proposed PELT algorithm. This article describes the search methods which are implemented in the package as well as some of the available test statistics whilst highlighting their application with simulated and practical examples. Particular emphasis is placed on the PELT algorithm and how results di?er from the binary segmentation approach.
ISSN:1548-7660
1548-7660
DOI:10.18637/jss.v058.i03