Modeling Large Values of Systolic Blood Pressure in the Portuguese Population

It has been well stated that high values of blood pressure constitute a risk factor for cardiovascular diseases [20], with the latter being the number one death cause in Portugal. The main interest of the present study is to model the high values of systolic blood pressure in the individuals of the...

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Main Authors: C. P. Caetano, P. de Zea Bermudez
Format: Article
Language:English
Published: Instituto Nacional de Estatística | Statistics Portugal 2019-04-01
Series:Revstat Statistical Journal
Subjects:
Online Access:https://revstat.ine.pt/index.php/REVSTAT/article/view/263
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author C. P. Caetano
P. de Zea Bermudez
author_facet C. P. Caetano
P. de Zea Bermudez
author_sort C. P. Caetano
collection DOAJ
description It has been well stated that high values of blood pressure constitute a risk factor for cardiovascular diseases [20], with the latter being the number one death cause in Portugal. The main interest of the present study is to model the high values of systolic blood pressure in the individuals of the population who are most at risk, i.e., the elderly. This group frequently suffers from a specific type of hypertension pathology, known as isolated systolic hypertension. With that purpose the Peaks Over Threshold methodology was applied, which consists in fitting a generalized Pareto distribution to the excesses above a sufficiently high threshold. The model will be able to estimate extreme quantiles and tail probabilities.
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spelling doaj.art-0118b242e5d9436d979261c7a9b865ba2022-12-22T04:02:49ZengInstituto Nacional de Estatística | Statistics PortugalRevstat Statistical Journal1645-67262183-03712019-04-0117210.57805/revstat.v17i2.263Modeling Large Values of Systolic Blood Pressure in the Portuguese PopulationC. P. Caetano 0P. de Zea Bermudez 1Universidade de Lisboa Universidade de Lisboa It has been well stated that high values of blood pressure constitute a risk factor for cardiovascular diseases [20], with the latter being the number one death cause in Portugal. The main interest of the present study is to model the high values of systolic blood pressure in the individuals of the population who are most at risk, i.e., the elderly. This group frequently suffers from a specific type of hypertension pathology, known as isolated systolic hypertension. With that purpose the Peaks Over Threshold methodology was applied, which consists in fitting a generalized Pareto distribution to the excesses above a sufficiently high threshold. The model will be able to estimate extreme quantiles and tail probabilities. https://revstat.ine.pt/index.php/REVSTAT/article/view/263extreme value theoryBayesian statisticsthreshold modelsthreshold selectionmultiple testing for ordered hypotheses
spellingShingle C. P. Caetano
P. de Zea Bermudez
Modeling Large Values of Systolic Blood Pressure in the Portuguese Population
Revstat Statistical Journal
extreme value theory
Bayesian statistics
threshold models
threshold selection
multiple testing for ordered hypotheses
title Modeling Large Values of Systolic Blood Pressure in the Portuguese Population
title_full Modeling Large Values of Systolic Blood Pressure in the Portuguese Population
title_fullStr Modeling Large Values of Systolic Blood Pressure in the Portuguese Population
title_full_unstemmed Modeling Large Values of Systolic Blood Pressure in the Portuguese Population
title_short Modeling Large Values of Systolic Blood Pressure in the Portuguese Population
title_sort modeling large values of systolic blood pressure in the portuguese population
topic extreme value theory
Bayesian statistics
threshold models
threshold selection
multiple testing for ordered hypotheses
url https://revstat.ine.pt/index.php/REVSTAT/article/view/263
work_keys_str_mv AT cpcaetano modelinglargevaluesofsystolicbloodpressureintheportuguesepopulation
AT pdezeabermudez modelinglargevaluesofsystolicbloodpressureintheportuguesepopulation