Bayesian Analysis for Errors in Variables with Changepoint Models


Autoria(s): Cecilia Usuga, Olga; Hernandez, Freddy
Contribuinte(s)

UNIVERSIDADE DE SÃO PAULO

Data(s)

05/11/2013

05/11/2013

2012

Resumo

Changepoint regression models have originally been developed in connection with applications in quality control, where a change from the in-control to the out-of-control state has to be detected based on the avaliable random observations. Up to now various changepoint models have been suggested for differents applications like reliability, econometrics or medicine. In many practical situations the covariate cannot be measured precisely and an alternative model are the errors in variable regression models. In this paper we study the regression model with errors in variables with changepoint from a Bayesian approach. From the simulation study we found that the proposed procedure produces estimates suitable for the changepoint and all other model parameters.

Coordenacao de Aperfeicoamento de Pessoal de Nivel Superior (CAPES)

Coordenacao de aperfeicoamento de pessoal de nivel superior (CAPES)

Conselho Nacional de Desenvolvimento Cientifico e Tecnologico (CNPq)

Conselho Nacional de Desenvolvimento Cientifico e Tecnologico (CNPq)

Universidad de Antioquia

Universidad de Antioquia

Identificador

REVISTA COLOMBIANA DE ESTADISTICA, BOGOTA DC, v. 35, n. 1, supl., Part 1, pp. 15-38, JUN, 2012

0120-1751

http://www.producao.usp.br/handle/BDPI/40978

Idioma(s)

eng

Publicador

UNIV NAC COLOMBIA, DEPT ESTADISTICA

BOGOTA DC

Relação

REVISTA COLOMBIANA DE ESTADISTICA

Direitos

openAccess

Copyright UNIV NAC COLOMBIA, DEPT ESTADISTICA

Palavras-Chave #BAYESIAN ANALYSIS #CHANGEPOINT MODELS #ERRORS IN VARIABLES MODELS #CHANGE-POINT #IDENTIFIABILITY #INFERENCE #SEQUENCE #STATISTICS & PROBABILITY
Tipo

article

original article

publishedVersion