Cargando…
Multichart Schemes for Detecting Changes in Disease Incidence
Several methods have been proposed in open literatures for detecting changes in disease outbreak or incidence. Most of these methods are likelihood-based as well as the direct application of Shewhart, CUSUM and EWMA schemes. We use CUSUM, EWMA and EWMA-CUSUM multi-chart schemes to detect changes in...
Autores principales: | , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7245694/ https://www.ncbi.nlm.nih.gov/pubmed/32508978 http://dx.doi.org/10.1155/2020/7267801 |
_version_ | 1783537797371527168 |
---|---|
author | Engmann, Gideon Mensah Han, Dong |
author_facet | Engmann, Gideon Mensah Han, Dong |
author_sort | Engmann, Gideon Mensah |
collection | PubMed |
description | Several methods have been proposed in open literatures for detecting changes in disease outbreak or incidence. Most of these methods are likelihood-based as well as the direct application of Shewhart, CUSUM and EWMA schemes. We use CUSUM, EWMA and EWMA-CUSUM multi-chart schemes to detect changes in disease incidence. Multi-chart is a combination of several single charts that detects changes in a process and have been shown to have elegant properties in the sense that they are fast in detecting changes in a process as well as being computationally less expensive. Simulation results show that the multi-CUSUM chart is faster than EWMA and EWMA-CUSUM multi-charts in detecting shifts in the rate parameter. A real illustration with health data is used to demonstrate the efficiency of the schemes. |
format | Online Article Text |
id | pubmed-7245694 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-72456942020-06-06 Multichart Schemes for Detecting Changes in Disease Incidence Engmann, Gideon Mensah Han, Dong Comput Math Methods Med Research Article Several methods have been proposed in open literatures for detecting changes in disease outbreak or incidence. Most of these methods are likelihood-based as well as the direct application of Shewhart, CUSUM and EWMA schemes. We use CUSUM, EWMA and EWMA-CUSUM multi-chart schemes to detect changes in disease incidence. Multi-chart is a combination of several single charts that detects changes in a process and have been shown to have elegant properties in the sense that they are fast in detecting changes in a process as well as being computationally less expensive. Simulation results show that the multi-CUSUM chart is faster than EWMA and EWMA-CUSUM multi-charts in detecting shifts in the rate parameter. A real illustration with health data is used to demonstrate the efficiency of the schemes. Hindawi 2020-05-15 /pmc/articles/PMC7245694/ /pubmed/32508978 http://dx.doi.org/10.1155/2020/7267801 Text en Copyright © 2020 Gideon Mensah Engmann and Dong Han. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Engmann, Gideon Mensah Han, Dong Multichart Schemes for Detecting Changes in Disease Incidence |
title | Multichart Schemes for Detecting Changes in Disease Incidence |
title_full | Multichart Schemes for Detecting Changes in Disease Incidence |
title_fullStr | Multichart Schemes for Detecting Changes in Disease Incidence |
title_full_unstemmed | Multichart Schemes for Detecting Changes in Disease Incidence |
title_short | Multichart Schemes for Detecting Changes in Disease Incidence |
title_sort | multichart schemes for detecting changes in disease incidence |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7245694/ https://www.ncbi.nlm.nih.gov/pubmed/32508978 http://dx.doi.org/10.1155/2020/7267801 |
work_keys_str_mv | AT engmanngideonmensah multichartschemesfordetectingchangesindiseaseincidence AT handong multichartschemesfordetectingchangesindiseaseincidence |