A New Flexible Family of Continuous Distributions: The Additive Odd-G Family

This paper introduces a new family of distributions based on the additive model structure. Three submodels of the proposed family are studied in detail. Two simulation studies were performed to discuss the maximum likelihood estimators of the model parameters. The log location-scale regression model based on a new generalization of the Weibull distribution is introduced. Three datasets were used to show the importance of the proposed family. Based on the empirical results, we concluded that the proposed family is quite competitive compared to other models.

[1]  Gauss M. Cordeiro,et al.  The Kumaraswamy Burr XII distribution: theory and practice , 2013 .

[2]  Emrah Altun,et al.  The generalized odd log-logistic family of distributions: properties, regression models and applications , 2017 .

[3]  F. Famoye,et al.  BETA-NORMAL DISTRIBUTION AND ITS APPLICATIONS , 2002 .

[4]  Xiaofeng Du,et al.  An additive modified Weibull distribution , 2016, Reliab. Eng. Syst. Saf..

[5]  M. El-Morshedy,et al.  The odd Chen generator of distributions: properties and estimation methods with applications in medicine and engineering , 2020 .

[6]  Gauss M. Cordeiro,et al.  A new family of generalized distributions , 2011 .

[7]  G. Cordeiro,et al.  Odd-Burr generalized family of distributions with some applications , 2017 .

[8]  G. Cordeiro,et al.  The Topp–Leone odd log-logistic family of distributions , 2017 .

[9]  Gauss M. Cordeiro,et al.  Generalized Beta-Generated Distributions , 2010, Comput. Stat. Data Anal..

[10]  Ali I. Genç,et al.  Two-Sided Generalized Exponential Distribution , 2015 .

[11]  M. S. Eliwa,et al.  The odd flexible Weibull-H family of distributions: Properties and estimation with applications to complete and upper record data , 2019, Filomat.

[12]  Samuel Kotz,et al.  The Exponentiated Type Distributions , 2006 .

[13]  M. Alizadeh,et al.  A new generalized odd log-logistic family of distributions , 2017 .

[14]  Saad J. Almalki,et al.  A new modified Weibull distribution , 2013, Reliab. Eng. Syst. Saf..

[15]  Narayanaswamy Balakrishnan,et al.  On families of beta- and generalized gamma-generated distributions and associated inference , 2009 .

[16]  Gauss M. Cordeiro,et al.  On the Additive Weibull Distribution , 2014 .

[17]  Mustafa Ç. Korkmaz,et al.  A generalized skew slash distribution via gamma-normal distribution , 2017, Commun. Stat. Simul. Comput..

[18]  D. N. Prabhakar Murthy,et al.  A modified Weibull distribution , 2003, IEEE Trans. Reliab..

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

[20]  B. Oluyede,et al.  The Log-logistic Weibull Distribution with Applications to Lifetime Data , 2016 .

[21]  Min Xie,et al.  Reliability analysis using an additive Weibull model with bathtub-shaped failure rate function , 1996 .

[22]  Gauss M. Cordeiro,et al.  The Weibull-G Family of Probability Distributions , 2014, Journal of Data Science.

[23]  I. Olkin,et al.  A new method for adding a parameter to a family of distributions with application to the exponential and Weibull families , 1997 .

[24]  D. F. Andrews,et al.  Data : a collection of problems from many fields for the student and research worker , 1985 .

[25]  Morad Alizadeh,et al.  The odd log-logistic Lindley-G family of distributions: properties, Bayesian and non-Bayesian estimation with applications , 2020, Comput. Stat..

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

[27]  T. Bjerkedal Acquisition of resistance in guinea pigs infected with different doses of virulent tubercle bacilli. , 1960, American journal of hygiene.

[28]  Ayman Alzaatreh,et al.  A new method for generating families of continuous distributions , 2013 .

[29]  M. H. Tahir,et al.  A New Kumaraswamy Generalized Family of Distributions with Properties, Applications, and Bivariate Extension , 2020 .

[30]  R. Gupta,et al.  Analysis of lognormal survival data. , 1997, Mathematical biosciences.

[31]  Magne Vollan Aarset,et al.  How to Identify a Bathtub Hazard Rate , 1987, IEEE Transactions on Reliability.

[32]  F.K Wang,et al.  A new model with bathtub-shaped failure rate using an additive Burr XII distribution , 2000, Reliab. Eng. Syst. Saf..

[33]  Malwane M. A. Ananda,et al.  A Generalization of the Half-Normal Distribution with Applications to Lifetime Data , 2008 .

[34]  Ali I. Genç,et al.  A new generalized two-sided class of distributions with an emphasis on two-sided generalized normal distribution , 2017, Commun. Stat. Simul. Comput..

[35]  Saralees Nadarajah,et al.  Closed-form expressions for moments of a class of beta generalized distributions , 2011 .

[36]  Svetoslav Markov,et al.  On the Hausdorff distance between the Heaviside step function and Verhulst logistic function , 2015, Journal of Mathematical Chemistry.

[37]  Comments on the Epsilon and Omega cumulative distributions: “Saturation in the Hausdorff sense” , 2021 .