The odd Birnbaum-Saunders regression model with applications to lifetime data

We introduce a new three-parameter lifetime model called the odd Birnbaum-Saunders distribution. We construct an extended regression model based on the logarithm of the new distribution, which can be applied to censored data and be more effective in analyzing real data. Maximum likelihood estimation of the model parameters of the new regression model is discussed for complete and censored samples. A modified deviance residual is proposed to assess departures from the log-odd Birnbaum-Saunders error assumption and to detect outlying observations. Real data sets are analyzed for illustrative purposes.

[1]  I. S. Gradshteyn,et al.  Table of Integrals, Series, and Products , 1976 .

[2]  Z. Birnbaum,et al.  A new family of life distributions , 1969 .

[3]  A. C. Atkinson,et al.  Two graphical displays for outlying and influential observations in regression , 1981 .

[4]  A. Desmond Stochastic models of failure in random environments , 1985 .

[5]  A. F. Desmond,et al.  On the Relationship between Two Fatigue-Life Models , 1986, IEEE Transactions on Reliability.

[6]  W. Barlow,et al.  Residuals for relative risk regression , 1988 .

[7]  P. Grambsch,et al.  Martingale-based residuals for survival models , 1990 .

[8]  J. Bell,et al.  Methadone dosage and retention of patients maintenance treatment , 1991, The Medical journal of Australia.

[9]  James R. Rieck,et al.  A log-linear model for the Birnbaum-Saunders distribution , 1991 .

[10]  Narayanaswamy Balakrishnan,et al.  A General Purpose Approximate Goodness-of-Fit Test , 1995 .

[11]  Jianrong Wu,et al.  Improved interval estimation for the two-parameter Birnbaum-Saunders distribution , 2004, Comput. Stat. Data Anal..

[12]  F. Mcmahon,et al.  Kinetics of indomethacin absorption, elimination, and enterohepatic circulation in man , 1976, Journal of Pharmacokinetics and Biopharmaceutics.

[13]  Sam C. Saunders,et al.  Reliability, Life Testing and the Prediction of Service Lives: For Engineers and Scientists (Springer Series in Statistics) , 2010 .

[14]  Feng-Chang Xie,et al.  Diagnostics analysis for log-Birnbaum-Saunders regression models , 2007, Comput. Stat. Data Anal..

[15]  Francisco Cribari-Neto,et al.  Improved statistical inference for the two-parameter Birnbaum-Saunders distribution , 2007, Comput. Stat. Data Anal..

[16]  G. Rodríguez-Yam,et al.  Estimation of parameters for a Birnbaum–Saunders regression model with censored data , 2008 .

[17]  Rafał Podlaski,et al.  Characterization of diameter distribution data in near-natural forests using the Birnbaum–Saunders distribution , 2008 .

[18]  Debasis Kundu,et al.  On the hazard function of Birnbaum-Saunders distribution and associated inference , 2008, Comput. Stat. Data Anal..

[19]  Víctor Leiva,et al.  A new class of survival regression models with heavy-tailed errors: robustness and diagnostics , 2008, Lifetime data analysis.

[20]  Francisco Cribari-Neto,et al.  Bootstrap-based improved estimators for the two-parameter Birnbaum–Saunders distribution , 2008 .

[21]  Gilberto A. Paula,et al.  Generalized Birnbaum‐Saunders distributions applied to air pollutant concentration , 2008 .

[22]  Gauss M. Cordeiro,et al.  Birnbaum-Saunders nonlinear regression models , 2009, Comput. Stat. Data Anal..

[23]  Yincai Tang,et al.  Computational Statistics and Data Analysis Reference Analysis for Birnbaum–saunders Distribution , 2022 .

[24]  Chad R. Bhatti,et al.  The Birnbaum-Saunders autoregressive conditional duration model , 2010, Math. Comput. Simul..

[25]  George Christakos,et al.  An extended Birnbaum–Saunders model and its application in the study of environmental quality in Santiago, Chile , 2010 .

[26]  Francisco Cribari-Neto,et al.  Improved likelihood inference in Birnbaum-Saunders regressions , 2008, Comput. Stat. Data Anal..

[27]  Silvia L.P. Ferrari,et al.  Small-Sample Corrections for Score Tests in Birnbaum–Saunders Regressions , 2009, 0905.0668.

[28]  Simos G. Meintanis Inference procedures for the Birnbaum-Saunders distribution and its generalizations , 2010, Comput. Stat. Data Anal..

[29]  Xuewen Lu,et al.  Estimation of the Birnbaum-Saunders regression model with current status data , 2010, Comput. Stat. Data Anal..

[30]  Artur J. Lemonte,et al.  Signed likelihood ratio tests in the BirnbaumSaunders regression model , 2011 .

[31]  Artur J. Lemonte Covariance matrix formula for Birnbaum–Saunders regression models , 2011 .

[32]  Filidor V. Vilca,et al.  Influence analysis in skew-Birnbaum–Saunders regression models and applications , 2011 .

[33]  Gauss M. Cordeiro,et al.  The beta-Birnbaum-Saunders distribution: An improved distribution for fatigue life modeling , 2011, Comput. Stat. Data Anal..

[34]  Artur J. Lemonte,et al.  Size and power properties of some tests in the Birnbaum-Saunders regression model , 2011, Comput. Stat. Data Anal..

[35]  Feng-Chang Xie,et al.  Diagnostics analysis for log‐Birnbaum–Saunders regression models with censored data , 2011 .

[36]  Cristian Villegas,et al.  Birnbaum-Saunders Mixed Models for Censored Reliability Data Analysis , 2011, IEEE Transactions on Reliability.

[37]  Artur J. Lemonte,et al.  Testing hypotheses in the Birnbaum-Saunders distribution under type-II censored samples , 2010, Comput. Stat. Data Anal..

[38]  Xuewen Lu,et al.  A mixed effects log-linear model based on the Birnbaum-Saunders distribution , 2012, Comput. Stat. Data Anal..

[39]  Artur J. Lemonte A log-Birnbaum–Saunders regression model with asymmetric errors , 2010, 1009.0888.

[40]  Feng-Chang Xie,et al.  Diagnostic analysis for heterogeneous log-Birnbaum–Saunders regression models , 2012 .

[41]  Gauss M. Cordeiro,et al.  An extended fatigue life distribution , 2013 .

[42]  Debasis Kundu,et al.  Inference and optimal censoring schemes for progressively censored Birnbaum–Saunders distribution , 2013 .

[43]  M. Nikulin,et al.  Application of Sedyakin’s model and Birnbaum-Saunders family for statistical analysis of redundant systems with one warm stand-by unit , 2013 .

[44]  Artur J. Lemonte A new extended Birnbaum-Saunders regression model for lifetime modeling , 2013, Comput. Stat. Data Anal..