changepoint: An R Package for Changepoint Analysis

被引:0
|
作者
Killick, Rebecca [1 ]
Eckley, Idris A. [2 ]
机构
[1] Univ Lancaster, Dept Math & Stat, Lancaster LA1 4YF, England
[2] Univ Lancaster, Lancaster LA1 4YF, England
来源
JOURNAL OF STATISTICAL SOFTWARE | 2014年 / 58卷 / 03期
基金
英国工程与自然科学研究理事会;
关键词
segmentation; break points; search methods; bioinformatics; energy time series; R; CHANGE-POINT; MODELS; ALGORITHMS;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
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.
引用
收藏
页码:1 / 19
页数:19
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