MORTALITY AMONG YOUNG NICARAGUAN IMMIGRANTS TO COSTA RICA: AN APPLICATION OF GEOGRAPHICALLY WEIGHTED STATISTICAL REGRESSION

This paper applies a geographically weighted statistical regression (GWR) model to young Nicaraguan immigrant homicides in Costa Rica during the period 1998-2008 and identifies possible covariates. The pa- rameters for the GWR model are: Yi(g)=β0(g)+β1(g)x1 +β2(g)x2 +...+βk(g)xk +ε, which may be obt...

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Main Authors: Roger E. Bonilla, Juan B. Chavarría
Format: Article
Language:English
Published: Universidad de Costa Rica 2014-07-01
Series:Revista de Matemática: Teoría y Aplicaciones
Subjects:
Online Access:https://revistas.ucr.ac.cr/index.php/matematica/article/view/15187
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author Roger E. Bonilla
Juan B. Chavarría
author_facet Roger E. Bonilla
Juan B. Chavarría
author_sort Roger E. Bonilla
collection DOAJ
description This paper applies a geographically weighted statistical regression (GWR) model to young Nicaraguan immigrant homicides in Costa Rica during the period 1998-2008 and identifies possible covariates. The pa- rameters for the GWR model are: Yi(g)=β0(g)+β1(g)x1 +β2(g)x2 +...+βk(g)xk +ε, which may be obtained from the solution of β(g) = (XT W (g)X)−1 XT W (g)Y. The GWR model is a more adequate model than the classic models, such as the log-linear Poisson model. In the GWR model, poverty was the most significant variable. The map of the estimators associated with the percentage of poor households suggests that the relationship between poverty and mortality by homicide for young Nicaraguan immigrants is stronger in the Caribbean region and neighboring zones. When the GWR model was run for homicides among young Costa Ricans, this effect was not observed, as it was among Nicaraguan immigrants.
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spelling doaj.art-9de5a57e985c4ccb83c323001af8a10f2023-09-02T21:44:47ZengUniversidad de Costa RicaRevista de Matemática: Teoría y Aplicaciones2215-33732014-07-0121228329410.15517/rmta.v21i2.1518714152MORTALITY AMONG YOUNG NICARAGUAN IMMIGRANTS TO COSTA RICA: AN APPLICATION OF GEOGRAPHICALLY WEIGHTED STATISTICAL REGRESSIONRoger E. Bonilla0Juan B. Chavarría1Escuela de Estadística, Universidad de Costa Rica, 2060 San José, Costa Rica.Escuela de Estadística, Universidad de Costa Rica, 2060 San José, Costa Rica.This paper applies a geographically weighted statistical regression (GWR) model to young Nicaraguan immigrant homicides in Costa Rica during the period 1998-2008 and identifies possible covariates. The pa- rameters for the GWR model are: Yi(g)=β0(g)+β1(g)x1 +β2(g)x2 +...+βk(g)xk +ε, which may be obtained from the solution of β(g) = (XT W (g)X)−1 XT W (g)Y. The GWR model is a more adequate model than the classic models, such as the log-linear Poisson model. In the GWR model, poverty was the most significant variable. The map of the estimators associated with the percentage of poor households suggests that the relationship between poverty and mortality by homicide for young Nicaraguan immigrants is stronger in the Caribbean region and neighboring zones. When the GWR model was run for homicides among young Costa Ricans, this effect was not observed, as it was among Nicaraguan immigrants.https://revistas.ucr.ac.cr/index.php/matematica/article/view/15187geographically weighted regression (GWR)spatial correlationhomicidesCosta Ricaimmigration
spellingShingle Roger E. Bonilla
Juan B. Chavarría
MORTALITY AMONG YOUNG NICARAGUAN IMMIGRANTS TO COSTA RICA: AN APPLICATION OF GEOGRAPHICALLY WEIGHTED STATISTICAL REGRESSION
Revista de Matemática: Teoría y Aplicaciones
geographically weighted regression (GWR)
spatial correlation
homicides
Costa Rica
immigration
title MORTALITY AMONG YOUNG NICARAGUAN IMMIGRANTS TO COSTA RICA: AN APPLICATION OF GEOGRAPHICALLY WEIGHTED STATISTICAL REGRESSION
title_full MORTALITY AMONG YOUNG NICARAGUAN IMMIGRANTS TO COSTA RICA: AN APPLICATION OF GEOGRAPHICALLY WEIGHTED STATISTICAL REGRESSION
title_fullStr MORTALITY AMONG YOUNG NICARAGUAN IMMIGRANTS TO COSTA RICA: AN APPLICATION OF GEOGRAPHICALLY WEIGHTED STATISTICAL REGRESSION
title_full_unstemmed MORTALITY AMONG YOUNG NICARAGUAN IMMIGRANTS TO COSTA RICA: AN APPLICATION OF GEOGRAPHICALLY WEIGHTED STATISTICAL REGRESSION
title_short MORTALITY AMONG YOUNG NICARAGUAN IMMIGRANTS TO COSTA RICA: AN APPLICATION OF GEOGRAPHICALLY WEIGHTED STATISTICAL REGRESSION
title_sort mortality among young nicaraguan immigrants to costa rica an application of geographically weighted statistical regression
topic geographically weighted regression (GWR)
spatial correlation
homicides
Costa Rica
immigration
url https://revistas.ucr.ac.cr/index.php/matematica/article/view/15187
work_keys_str_mv AT rogerebonilla mortalityamongyoungnicaraguanimmigrantstocostaricaanapplicationofgeographicallyweightedstatisticalregression
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