Influence Diagnostics in log-Birnbaum-Saunders Regression Models

In this paper we present various diagnostic methods for a linear regression model under a logarithmic Birnbaum-Saunders distribution for the errors, which may be applied for accelerated life testing or to compare the median lives of several populations. Some influence methods, such as the local influence, total local influence of an individual and generalized leverage are derived, analysed and discussed. We also present a connection between the local influence and generalized leverage methods. A discussion of the computation of the likelihood displacement as well as the normal curvature in the local influence method are presented. Finally, an example with real data is given for illustration.

[1]  Sam C. Saunders,et al.  ESTIMATION FOR A FAMILY OF LIFE DISTRIBUTIONS WITH APPLICATIONS TO FATIGUE , 1969 .

[2]  M. Shinozuka STRUCTURAL SAFETY UNDER CONDITIONS OF ULTIMATE LOAD FAILURE AND FATIGUE , 1961 .

[3]  J. A. Díaz-García,et al.  SENSITIVITY ANALYSIS IN LINEAR REGRESSION , 2022 .

[4]  J. A. Díaz-García,et al.  Doubly Non-central t and Distributions Obtained Under Singular and Non-singular Elliptic Distributions , 2003 .

[5]  Leverage in Inequality‐constrained Regression Models , 1999 .

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

[7]  José A. Díaz-García,et al.  Influence Diagnostics for Elliptical Multivariate Linear Regression Models , 2003 .

[8]  Efthymios G. Tsionas,et al.  BAYESIAN INFERENCE IN BIRNBAUM–SAUNDERS REGRESSION , 2001 .

[9]  Ibrahim A. Ahmad,et al.  Jackknife estimation for a family of life distributions , 1988 .

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

[11]  Gilberto A. Paula,et al.  Assessing local influence in restricted regression models , 1993 .

[12]  Sam C. Saunders A Family of Random Variables Closed Under Reciprocation , 1974 .

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

[14]  W. Fung,et al.  Generalized Leverage and its Applications , 1998 .

[15]  Anthony J. Lawrance,et al.  Regression Transformation Diagnostics Using Local Influence , 1988 .

[16]  Ana Ivelisse Avilés,et al.  Linear Mixed Models for Longitudinal Data , 2001, Technometrics.

[17]  R. Dennis Cook,et al.  Leverage and Superleverage in Nonlinear Regression , 1992 .

[18]  Heleno Bolfarine,et al.  Influence diagnostics in generalized log-gamma regression models , 2003, Comput. Stat. Data Anal..

[19]  Luis A. Escobar,et al.  Assessing influence in regression analysis with censored data. , 1992, Biometrics.

[20]  Heleno Bolfarine,et al.  Local influence in elliptical linear regression models , 1997 .