articleJournal of Statistical SoftwareJan 1, 2014DIAMOND OA

changepoint : An R Package for Changepoint Analysis

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Abstract

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 differ from the binary segmentation approach.

Citation impact

1,241
total citations
FWCI
178.80
Percentile
100%
References
36
Citations per year

Authors

2

Topics & keywords

Keywords
  • Computer science
  • R package
  • Segmentation
  • Key (lock)
  • Binary number
  • Data mining
  • Artificial intelligence
  • Mathematics
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