A Sequential Method of Detecting Abrupt Changes in the Correlation Coefficient and Its Application to Bering Sea Climate

A new method of regime shift detection in the correlation coefficient is proposed. The method is designed to find multiple change-points with unknown locations in time series. It signals a possible regime shift in real time and allows for its monitoring. The method is tested on randomly generated ti...

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Published in:Climate
Main Author: Sergei Rodionov
Format: Article in Journal/Newspaper
Language:English
Published: MDPI AG 2015
Subjects:
Q
Online Access:https://doi.org/10.3390/cli3030474
https://doaj.org/article/3f51028b52a54919a1dd6280bf47a7e8
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spelling ftdoajarticles:oai:doaj.org/article:3f51028b52a54919a1dd6280bf47a7e8 2023-05-15T15:42:49+02:00 A Sequential Method of Detecting Abrupt Changes in the Correlation Coefficient and Its Application to Bering Sea Climate Sergei Rodionov 2015-07-01T00:00:00Z https://doi.org/10.3390/cli3030474 https://doaj.org/article/3f51028b52a54919a1dd6280bf47a7e8 EN eng MDPI AG http://www.mdpi.com/2225-1154/3/3/474 https://doaj.org/toc/2225-1154 2225-1154 doi:10.3390/cli3030474 https://doaj.org/article/3f51028b52a54919a1dd6280bf47a7e8 Climate, Vol 3, Iss 3, Pp 474-491 (2015) regime shift correlation coefficient Bering Sea Science Q article 2015 ftdoajarticles https://doi.org/10.3390/cli3030474 2022-12-31T07:25:53Z A new method of regime shift detection in the correlation coefficient is proposed. The method is designed to find multiple change-points with unknown locations in time series. It signals a possible regime shift in real time and allows for its monitoring. The method is tested on randomly generated time series with predefined change-points. It is applied to examine structural changes in the Bering Sea climate. A major shift is found in 1967, which coincides with a transition from a zonal type of atmospheric circulation to a meridional one. The roles of the Siberian and Alaskan centers of action on winter temperatures in the eastern Bering Sea have been investigated. Article in Journal/Newspaper Bering Sea Directory of Open Access Journals: DOAJ Articles Bering Sea Climate 3 3 474 491
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic regime shift
correlation coefficient
Bering Sea
Science
Q
spellingShingle regime shift
correlation coefficient
Bering Sea
Science
Q
Sergei Rodionov
A Sequential Method of Detecting Abrupt Changes in the Correlation Coefficient and Its Application to Bering Sea Climate
topic_facet regime shift
correlation coefficient
Bering Sea
Science
Q
description A new method of regime shift detection in the correlation coefficient is proposed. The method is designed to find multiple change-points with unknown locations in time series. It signals a possible regime shift in real time and allows for its monitoring. The method is tested on randomly generated time series with predefined change-points. It is applied to examine structural changes in the Bering Sea climate. A major shift is found in 1967, which coincides with a transition from a zonal type of atmospheric circulation to a meridional one. The roles of the Siberian and Alaskan centers of action on winter temperatures in the eastern Bering Sea have been investigated.
format Article in Journal/Newspaper
author Sergei Rodionov
author_facet Sergei Rodionov
author_sort Sergei Rodionov
title A Sequential Method of Detecting Abrupt Changes in the Correlation Coefficient and Its Application to Bering Sea Climate
title_short A Sequential Method of Detecting Abrupt Changes in the Correlation Coefficient and Its Application to Bering Sea Climate
title_full A Sequential Method of Detecting Abrupt Changes in the Correlation Coefficient and Its Application to Bering Sea Climate
title_fullStr A Sequential Method of Detecting Abrupt Changes in the Correlation Coefficient and Its Application to Bering Sea Climate
title_full_unstemmed A Sequential Method of Detecting Abrupt Changes in the Correlation Coefficient and Its Application to Bering Sea Climate
title_sort sequential method of detecting abrupt changes in the correlation coefficient and its application to bering sea climate
publisher MDPI AG
publishDate 2015
url https://doi.org/10.3390/cli3030474
https://doaj.org/article/3f51028b52a54919a1dd6280bf47a7e8
geographic Bering Sea
geographic_facet Bering Sea
genre Bering Sea
genre_facet Bering Sea
op_source Climate, Vol 3, Iss 3, Pp 474-491 (2015)
op_relation http://www.mdpi.com/2225-1154/3/3/474
https://doaj.org/toc/2225-1154
2225-1154
doi:10.3390/cli3030474
https://doaj.org/article/3f51028b52a54919a1dd6280bf47a7e8
op_doi https://doi.org/10.3390/cli3030474
container_title Climate
container_volume 3
container_issue 3
container_start_page 474
op_container_end_page 491
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