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: Text
Language:English
Published: Multidisciplinary Digital Publishing Institute 2015
Subjects:
Online Access:https://doi.org/10.3390/cli3030474
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spelling ftmdpi:oai:mdpi.com:/2225-1154/3/3/474/ 2023-08-20T04:05:35+02:00 A Sequential Method of Detecting Abrupt Changes in the Correlation Coefficient and Its Application to Bering Sea Climate Sergei Rodionov agris 2015-07-14 application/pdf https://doi.org/10.3390/cli3030474 EN eng Multidisciplinary Digital Publishing Institute https://dx.doi.org/10.3390/cli3030474 https://creativecommons.org/licenses/by/4.0/ Climate; Volume 3; Issue 3; Pages: 474-491 regime shift correlation coefficient Bering Sea Text 2015 ftmdpi https://doi.org/10.3390/cli3030474 2023-07-31T20:44:59Z 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. Text Bering Sea MDPI Open Access Publishing Bering Sea Climate 3 3 474 491
institution Open Polar
collection MDPI Open Access Publishing
op_collection_id ftmdpi
language English
topic regime shift
correlation coefficient
Bering Sea
spellingShingle regime shift
correlation coefficient
Bering Sea
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
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 Text
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 Multidisciplinary Digital Publishing Institute
publishDate 2015
url https://doi.org/10.3390/cli3030474
op_coverage agris
geographic Bering Sea
geographic_facet Bering Sea
genre Bering Sea
genre_facet Bering Sea
op_source Climate; Volume 3; Issue 3; Pages: 474-491
op_relation https://dx.doi.org/10.3390/cli3030474
op_rights https://creativecommons.org/licenses/by/4.0/
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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