TY - JOUR
T1 - A reparameterized birnbaum-saunders distribution and its moments, estimation and applications
AU - Santos-Neto, Manoel
AU - Cysneiros, Francisco José A.
AU - Leiva, Víctor
AU - Barros, Michelli
N1 - Publisher Copyright:
© 2014, National Statistical Institute. All rights resvered.
PY - 2014/11/1
Y1 - 2014/11/1
N2 - The Birnbaum-Saunders (BS) distribution is a model that is receiving considerable attention due to its good properties. We provide some results on moments of a reparameterized version of the BS distribution and a generation method of random numbers from this distribution. In addition, we propose estimation and inference for the mentioned parameterization based on maximum likelihood, moment, modified moment and generalized moment methods. By means of a Monte Carlo simulation study, we evaluate the performance of the proposed estimators. We discuss applications of the reparameterized BS distribution from different scientific fields and analyze two real-world data sets to illustrate our results. The simulated and real data are analyzed by using the R software.
AB - The Birnbaum-Saunders (BS) distribution is a model that is receiving considerable attention due to its good properties. We provide some results on moments of a reparameterized version of the BS distribution and a generation method of random numbers from this distribution. In addition, we propose estimation and inference for the mentioned parameterization based on maximum likelihood, moment, modified moment and generalized moment methods. By means of a Monte Carlo simulation study, we evaluate the performance of the proposed estimators. We discuss applications of the reparameterized BS distribution from different scientific fields and analyze two real-world data sets to illustrate our results. The simulated and real data are analyzed by using the R software.
KW - Data analysis
KW - Maximum likelihood and moment estimation
KW - Monte Carlo method
KW - Random number generation
KW - Statistical software
UR - http://www.scopus.com/inward/record.url?scp=84901247718&partnerID=8YFLogxK
M3 - Article
AN - SCOPUS:84901247718
VL - 12
SP - 247
EP - 272
JO - Revstat Statistical Journal
JF - Revstat Statistical Journal
SN - 1645-6726
IS - 3
ER -