ecp: An R Package for Nonparametric Multiple Change Point Analysis of Multivariate Data
Author
Abstract
Suggested Citation
DOI: http://hdl.handle.net/10.18637/jss.v062.i07
Download full text from publisher
References listed on IDEAS
- Zeileis, Achim & Kleiber, Christian & Kramer, Walter & Hornik, Kurt, 2003.
"Testing and dating of structural changes in practice,"
Computational Statistics & Data Analysis, Elsevier, vol. 44(1-2), pages 109-123, October.
- Zeileis, Achim & Kleiber, Christian & Krämer, Walter & Hornik, Kurt, 2002. "Testing and dating of structural changes in practice," Technical Reports 2002,39, Technische Universität Dortmund, Sonderforschungsbereich 475: Komplexitätsreduktion in multivariaten Datenstrukturen.
- Chang, Fang & Qiu, Weiliang & Zamar, Ruben H. & Lazarus, Ross & Wang, Xiaogang, 2010. "clues: An R Package for Nonparametric Clustering Based on Local Shrinking," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 33(i04).
- Makram Talih & Nicolas Hengartner, 2005. "Structural learning with time‐varying components: tracking the cross‐section of financial time series," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 67(3), pages 321-341, June.
- Gandy, Axel, 2009. "Sequential Implementation of Monte Carlo Tests With Uniformly Bounded Resampling Risk," Journal of the American Statistical Association, American Statistical Association, vol. 104(488), pages 1504-1511.
- David S. Matteson & Nicholas A. James, 2014. "A Nonparametric Approach for Multiple Change Point Analysis of Multivariate Data," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 109(505), pages 334-345, March.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
Cited by:
- Hang Xu & Philip L.H. Yu & Mayer Alvo, 2019. "Detecting change points in the stress‐strength reliability P(X," Applied Stochastic Models in Business and Industry, John Wiley & Sons, vol. 35(3), pages 837-857, May.
- Bill Russell & Dooruj Rambaccussing, 2019. "Breaks and the statistical process of inflation: the case of estimating the ‘modern’ long-run Phillips curve," Empirical Economics, Springer, vol. 56(5), pages 1455-1475, May.
- Lindeløv, Jonas Kristoffer, 2020. "mcp: An R Package for Regression With Multiple Change Points," OSF Preprints fzqxv, Center for Open Science.
- Mengjia Yu & Xiaohui Chen, 2021. "Finite sample change point inference and identification for high‐dimensional mean vectors," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 83(2), pages 247-270, April.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- DAVID E. ALLEN & MICHAEL McALEER & ROBERT J. POWELL & ABHAY K. SINGH, 2018.
"Non-Parametric Multiple Change Point Analysis Of The Global Financial Crisis,"
Annals of Financial Economics (AFE), World Scientific Publishing Co. Pte. Ltd., vol. 13(02), pages 1-23, June.
- David E. Allen & Michael McAleer & Robert J. Powell & Abhay K. Singh, 2013. "Nonparametric Multiple Change Point Analysis of the Global Financial Crisis," Documentos de Trabajo del ICAE 2013-17, Universidad Complutense de Madrid, Facultad de Ciencias Económicas y Empresariales, Instituto Complutense de Análisis Económico.
- David E. Allen & Michael McAleer & Robert J. Powell & Abhay K. Singh, 2013. "Nonparametric Multiple Change Point Analysis of the Global Financial Crisis," Tinbergen Institute Discussion Papers 13-072/III, Tinbergen Institute.
- David E Allen & Michael McAleer & Robert J Powell & Abhay K Singh, 2013. "Nonparametric Multiple Change Point Analysis of the Global Financial Crisis," KIER Working Papers 866, Kyoto University, Institute of Economic Research.
- Ariyarathne, Sakitha & Gangammanavar, Harsha & Sundararajan, Raanju R., 2022. "Change point detection-based simulation of nonstationary sub-hourly wind time series," Applied Energy, Elsevier, vol. 310(C).
- Kleiber, Christian, 2016.
"Structural Change in (Economic) Time Series,"
Working papers
2016/06, Faculty of Business and Economics - University of Basel.
- Christian Kleiber, 2017. "Structural Change in (Economic) Time Series," Papers 1702.06913, arXiv.org.
- Chang, Bi-Juan & Hung, Mao-Wei, 2021. "Corporate debt and cash decisions: A nonlinear panel data analysis," The Quarterly Review of Economics and Finance, Elsevier, vol. 81(C), pages 15-37.
- Dong Ding & Axel Gandy & Georg Hahn, 2020. "A simple method for implementing Monte Carlo tests," Computational Statistics, Springer, vol. 35(3), pages 1373-1392, September.
- Yonglin Shen & Xiuguo Liu, 2015. "Phenological Changes of Corn and Soybeans over U.S. by Bayesian Change-Point Model," Sustainability, MDPI, vol. 7(6), pages 1-23, May.
- Baoni Li & Lihua Xiong & Quan Zhang & Shilei Chen & Han Yang & Shuhui Guo, 2022. "Effects of land use/cover change on atmospheric humidity in three urban agglomerations in the Yangtze River Economic Belt, China," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 113(1), pages 577-613, August.
- Guo, Zhichao & Feng, Yuanhua & Tan, Xiangyong, 2011.
"Short- and long-term impact of remarkable economic events on the growth causes of China–Germany trade in agri-food products,"
Economic Modelling, Elsevier, vol. 28(6), pages 2359-2368.
- Zhichao Guo & Yuanhua Feng & Xiangyong Tan, 2010. "Short- and long-term impact of remarkable economic events on the growth causes of China-Germany trade in agri-food products," Working Papers CIE 32, Paderborn University, CIE Center for International Economics.
- Grinis, Inna, 2017. "Trend growth durations & shifts," LSE Research Online Documents on Economics 85126, London School of Economics and Political Science, LSE Library.
- Fan, Ying & Xu, Jin-Hua, 2011. "What has driven oil prices since 2000? A structural change perspective," Energy Economics, Elsevier, vol. 33(6), pages 1082-1094.
- Zaldívar, José-Manuel & Strozzi, Fernanda & Dueri, Sibylle & Marinov, Dimitar & Zbilut, Joseph P., 2008. "Characterization of regime shifts in environmental time series with recurrence quantification analysis," Ecological Modelling, Elsevier, vol. 210(1), pages 58-70.
- Caporale, Guglielmo Maria & Gil-Alana, Luis A., 2008.
"Modelling the US, UK and Japanese unemployment rates: Fractional integration and structural breaks,"
Computational Statistics & Data Analysis, Elsevier, vol. 52(11), pages 4998-5013, July.
- Luis A. Gil-Alana & Guglielmo M. Caporale, 2008. "Modelling the US, the UK and Japanese unemployment rates. Fractional integrationand structural breaks," Faculty Working Papers 11/08, School of Economics and Business Administration, University of Navarra.
- Boako, Gideon & Alagidede, Paul, 2017. "Co-movement of Africa’s equity markets: Regional and global analysis in the frequency–time domains," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 468(C), pages 359-380.
- Patrik Nosil & Zachariah Gompert & Daniel J. Funk, 2024. "Divergent dynamics of sexual and habitat isolation at the transition between stick insect populations and species," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
- Mario Cimoli & Jose Antonio Ocampo & Gabriel Porcile & Nunzia Saporito, 2020.
"Choosing sides in the trilemma: international financial cycles and structural change in developing economies,"
Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 29(7), pages 740-761, October.
- Mario Cimoli & Jose Antonio Ocampo & Gabriel Porcile, 2017. "Choosing sides in the trilemma: international financial cycles and structural change in developing economies," LEM Papers Series 2017/26, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
- De Santis, Paola & Drago, Carlo, 2014. "Asimmetria del rischio sistematico dei titoli immobiliari americani: nuove evidenze econometriche [Systematic Risk Asymmetry of the American Real Estate Securities: Some New Econometric Evidence]," MPRA Paper 59381, University Library of Munich, Germany.
- Karpf, Andreas & Mandel, Antoine & Battiston, Stefano, 2018.
"Price and network dynamics in the European carbon market,"
Journal of Economic Behavior & Organization, Elsevier, vol. 153(C), pages 103-122.
- Andreas Karpf & Antoine Mandel & Stefano Battiston, 2017. "Price and Network Dynamics in the European Carbon Market," Post-Print halshs-01484117, HAL.
- Andreas Karpf & Antoine Mandel & Stefano Battiston, 2018. "Price and network dynamics in the European carbon market," Post-Print halshs-01905985, HAL.
- Andreas Karpf & Antoine Mandel & Stefano Battiston, 2018. "Price and network dynamics in the European carbon market," PSE-Ecole d'économie de Paris (Postprint) halshs-01905985, HAL.
- Andreas Karpf & Antoine Mandel & Stefano Battiston, 2018. "Price and network dynamics in the European carbon market," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-01905985, HAL.
- Andreas Karpf & Antoine Mandel & Stefano Battiston, 2017. "Price and Network Dynamics in the European Carbon Market," Documents de travail du Centre d'Economie de la Sorbonne 17010, Université Panthéon-Sorbonne (Paris 1), Centre d'Economie de la Sorbonne.
- Andreas Karpf & Antoine Mandel & Stefano Battiston, 2017. "Price and Network Dynamics in the European Carbon Market," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-01484117, HAL.
- Michael Messer, 2022. "Bivariate change point detection: Joint detection of changes in expectation and variance," Scandinavian Journal of Statistics, Danish Society for Theoretical Statistics;Finnish Statistical Society;Norwegian Statistical Association;Swedish Statistical Association, vol. 49(2), pages 886-916, June.
- Casson, Catherine & Fry, J. M., 2011. "Revolutionary change and structural breaks: A time series analysis of wages and commodity prices in Britain 1264-1913," MPRA Paper 27866, University Library of Munich, Germany.
- Noriah Al-Kandari & Emad-Eldin Aly, 2014. "An ANOVA-type test for multiple change points," Statistical Papers, Springer, vol. 55(4), pages 1159-1178, November.
Corrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:jss:jstsof:v:062:i07. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Christopher F. Baum (email available below). General contact details of provider: http://www.jstatsoft.org/ .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.