Bootstrap confidence intervals for industrial recurrent event data


Autoria(s): Anacleto Junior, Osvaldo; Louzada, Francisco
Contribuinte(s)

UNIVERSIDADE DE SÃO PAULO

Data(s)

04/11/2013

04/11/2013

2012

Resumo

Industrial recurrent event data where an event of interest can be observed more than once in a single sample unit are presented in several areas, such as engineering, manufacturing and industrial reliability. Such type of data provide information about the number of events, time to their occurrence and also their costs. Nelson (1995) presents a methodology to obtain asymptotic confidence intervals for the cost and the number of cumulative recurrent events. Although this is a standard procedure, it can not perform well in some situations, in particular when the sample size available is small. In this context, computer-intensive methods such as bootstrap can be used to construct confidence intervals. In this paper, we propose a technique based on the bootstrap method to have interval estimates for the cost and the number of cumulative events. One of the advantages of the proposed methodology is the possibility for its application in several areas and its easy computational implementation. In addition, it can be a better alternative than asymptotic-based methods to calculate confidence intervals, according to some Monte Carlo simulations. An example from the engineering area illustrates the methodology.

Identificador

Pesqui. Oper., v. 32,n. 1,p. 103-119, 2012

0101-7438

http://www.producao.usp.br/handle/BDPI/38882

10.1590/S0101-74382012005000008

http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0101-74382012000100007&lng=en&nrm=iso&tlng=en

http://www.scielo.br/scielo.php?script=sci_abstract&pid=S0101-74382012000100007&lng=en&nrm=iso&tlng=en

http://www.scielo.br/scielo.php?script=sci_pdf&pid=S0101-74382012000100007&lng=en&nrm=iso&tlng=en

Idioma(s)

eng

Publicador

Sociedade Brasileira de Pesquisa Operacional

Relação

Pesquisa Operacional

Direitos

openAccess

Palavras-Chave #industrial data #recurrent events #bootstrap #asymptotic theory #confidence intervals
Tipo

article

original article