A New and Generalized Class of Log-logistic Modified Weibull Power Series Distributions with Applications

Authors

  • Broderick Oluyede Department of Mathematics and Statistical Sciences Botswana International University of Science and Technology, Palapye, Botswana
  • Neo Dingalo Department of Mathematics and Statistical Sciences Botswana International University of Science and Technology, Palapye, Botswana
  • Fastel Chipepa Department of Mathematics and Statistical Sciences Botswana International University of Science and Technology, Palapye, Botswana

Keywords:

Generalized distribution, power series distribution, modified Weibull distribution, Loglogistic modified Weibull distribution, maximum likelihood estimation

Abstract

A new generalized class of distributions called the log-logistic modified Weibull power series (LLoGMWPS) distribution is developed and presented. The LLoGMWPS class of distributions generalizes several distributions including the log-logistic exponential power series, log-logistic Weibull power series, log-logistic Rayleigh power series, log-logistic power series class of distributions and
a host of other distributions including log-logistic modified Weibull, log-logistic Weibull, and loglogistic distributions. The special case of the log-logistic modified Weibull Poisson (LLoGMWP) and log-logistic modified Weibull Logarithmic (LLoGMWL) distributions are studied in detail. We apply the method of maximum likelihood to estimate the parameters of this new distribution. Finally,
real data examples are presented to illustrate the usefulness and applicability of both LLoGMWP and LLoGMWL distributions.

References

Andrews DF, Herzberg AM. Data: A Collection of Problems from Many Fields for the Student and Research Worker. Springer Ser. Statist. New York; 1985.

Barlow RE, Toland RH, Freeman T. A bayesian analysis of stress-rupture life of kevlar 49/epoxy spherical pressure vessels. In Proceeding of Canadian Conference in Applied Statistics. New York: Marcel Dekker; 1984.

Bourguignon M, Silva RB, Cordeiro GM. The Weibull-G family of probability distributions. J Data Sci. 2014; 12(1): 53-68.

Carrasco M, Ortega EMM, Cordeiro GM. A generalized Weibull distribution for lifetime modeling. Comput Stat Data An. 2008; 53(2), 450-462.

Chen G, Balakrishnan N. A general purpose approximate goodness-of-fit test. J Qual Technol. 1995; 27(2): 154-161.

Cooray K, Ananda, MM. A generalization of the half-normal distribution with application to lifetime data. Commun Stat Theor M. 2008; 37(9), 1323-1337.

Eissa F, Abdulaziz, RK. The exponentiated Kumaraswamy Weibull distribution with application to real data. Int J Probab Stat. 2014; 6(6): 167-182.

Gradshetyn IS, Ryzhik IM. Tables of Integrals, Series and Products. Sixth Edition. AP: San Diego.; 2000.

Gupta RD, Kundu D. Exponentiated exponential family: an alternative to gamma and Weibull distributions. Biometrical J. 2001; 43(1): 117-130.

Gurvich MR, DiBenedetto AT, Ranade, SV. A new statistical distribution for characterizing the random strength of brittle materials. J Mater Sci. 1997; 32: 2559-2564.

Haupt E, Schabe H. A new model for a lifetime distribution with bathtub shaped failure rate. Microelectron Reliab. 1992; 32(5): 633-639.

Hjorth U. A reliability distribution with increasing, decreasing, constant and bathtub failure rates. Technometrics. 1980; 22(1): 99-107.

Huang S, Oluyede BO. Exponentiated Kumaraswamy-Dagum distribution with application to income and lifetime data. J Stat Distrib Appl. 2014; 1(8):1-20.

Lai CD, Xie M, Murthy DNP. A modified Weibull distribution. IEEE Trans Reliab. 2003; 52(1): 33-37.

Makubate B, Oluyede BO, Motobetso G, Huang S, Fagbamigbe A. The beta Weibull-G family of distributions: model, properties and application. Int J Probab Stat. 2018; 12(2):12-32.

Morais AL, Barreto-Souza W. A compound class of Weibull and power series distributions. Comput Stat Data An. 2011; 5(3): 1410-1425.

Mudholkar GS, Srivastava, DK. Exponentiated Weibull family for analyzing bathtub failure-rate data. IEEE Trans Reliab. 1993; 42(2): 299-302.

Murthy, DNP, Xie M, Jiang, R. Weibull Models. John Wiley & Sons; 2004.

Nadarajah S, Cordeiro GM, Ortega EMM. General results for the beta-modified Weibull distribution. J Stat Comput Sim. 2011; 81(10): 1211-1232.

Nadarajah S, Kotz S. The beta exponential distribution. Reliab Eng Syst Safe. 2006; 91(6): 689–697.

Oluyede BO, Bindele F, Makubate B, Huang, S. A new class of generalized log-logistic and modified Weibull distribution with applications. Int J Probab Stat. 2018; 7(3): 72-93.

Oluyede BO, Huang S, Pararai, M. A new class of generalized dagum distribution with applications to income and lifetime data. J Stat Econ Methods. 2014; 3(2): 125-151.

Oluyede, BO, Makubate B, Fagbamigbe AF, Mdlongwa P. A new burr XII-Weibull-logarithmic distribution for survival and lifetime data analysis: model, theory and applications. Stats. 2018; 1(1): 77-91.

Oluyede BO., Mdlongwa P, Makubate B, Huang S. The burr Weibull power series class of distributions. Austrian J Stat. 2019; 48(1): 1-13.

Oluyede BO, Warahena-Liyanage G, Pararai M. A new compound class of log-logistic Weibull Poisson distribution: model, properties and applications. J Stat Comput Sim. 2016; 86(7): 1363- 1391.

Oluyede BO, Yang T. A new class of generalized Lindley distributions with applications. J Stat Comput Sim. 2015; 85(10): 2072-2100.

Pham H, Lai CD. On recent generalizations of the Weibull distribution. IEEE Trans Reliab. 2007; 56(3): 454-458.

Pinho GB, Cordeiro GM, Nobre JS. The gamma-exponentiated Weibull distribution. J Stat Theory Appl. 2012; 11(4): 379-395.

Rajarshi S, Rajarshi, MB. Bathtub distributions: A review. Commun Stat Theor M. 1988; 17(8): 2521-2597.

R Development Core Team. A Language and Environment for Statistical Computing. R Foundation for Stat Comput. Vienna: Austria.; 2011.

Renyi A. On measures of entropy and information. In Proceedings of the Fourth Berkeley Symposium on Math. Stat. Probab. University of California Press. 1961; 4(1): 547561.

Shannon, EA. A mathematical theory of communication. Bell Syst Tech J. 1974; 27(10): 461-464.

Silva, GO, Ortega, EMM, Cordeiro, GM. The beta modified Weibull distribution. Lifetime Data Anal. 2010; 16: 409-430.

Silva RB, Cordeiro GM. The Burr XII power series distributions: A new compounding family. Braz J Probab Stat. 2015; 29(3): 565-589.

Silva RB, Bourguignon M, Dais CRB, Cordeiro GM. The compound family of extended Weibull power series distributions. Comput Stat Data An. 2013; 58: 352-367.

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Published

2024-03-31

How to Cite

Oluyede, B. ., Dingalo, N. ., & Chipepa, F. . (2024). A New and Generalized Class of Log-logistic Modified Weibull Power Series Distributions with Applications. Thailand Statistician, 22(2), 237–273. Retrieved from https://ph02.tci-thaijo.org/index.php/thaistat/article/view/253438

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