Skip to main content
Top
Published in: Annals of Data Science 1/2020

20-01-2020

A New Extension of Extended Exponential Distribution with Applications

Authors: Ateq Alghamedi, Sanku Dey, Devendra Kumar, Saeed A. Dobbah

Published in: Annals of Data Science | Issue 1/2020

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

We introduce a new lifetime distribution, called the alpha-power transformed extended exponential distribution which generalizes the extended exponential distribution proposed by Nadarajah and Haghighi (Statistics 45:543–558, 2011) to provide greater flexibility in modeling data from a practical point of view. The new model includes the exponential; extended exponential, and \(\alpha \) power transformed exponential (Mahdavi and Kundu in Commun Stat Theory Methods, 2017) distributions as a special case. This distribution exhibits five hazard rate shapes such as constant, increasing, decreasing, bathtub and upside-down bathtub. Various properties of the proposed distribution, including explicit expressions for the quantiles, moments, conditional moments, stochastic ordering, Bonferroni and Lorenz curve, stress–strength reliability and order statistics are derived. The maximum likelihood estimators of the three unknown parameters of alpha-power transformed extended exponential distribution and the associated confidence intervals are obtained. A simulation study is carried out to examine the performances of the maximum likelihood estimates in terms of their bias and mean squared error using simulated samples. Finally, the potentiality of the distribution is analyzed by means of two real data sets. For the two real data sets, this distribution is found to be superior in its ability to sufficiently model the data as compared to the Weibull distribution, Generalized exponential distribution, Marshall–Olkin extended exponentiated exponential distribution and exponentiated Nadarajah–Haghighi distributions.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Appendix
Available only for authorised users
Literature
1.
go back to reference Abu-Youssef SE, Mohammed BI, Sief MG (2015) An extended exponentiated exponential distribution and its properties. Int J Comput Appl 121(5):1–6 Abu-Youssef SE, Mohammed BI, Sief MG (2015) An extended exponentiated exponential distribution and its properties. Int J Comput Appl 121(5):1–6
2.
go back to reference Basheer AM (2019) Alpha power inverse Weibull distribution with reliability application. J Taibah Univ Sci 13(1):423–432CrossRef Basheer AM (2019) Alpha power inverse Weibull distribution with reliability application. J Taibah Univ Sci 13(1):423–432CrossRef
3.
go back to reference Bennette S (1983) Log-logistic regression models for survival data. Appl Stat 32:165–171CrossRef Bennette S (1983) Log-logistic regression models for survival data. Appl Stat 32:165–171CrossRef
4.
go back to reference Bjerkedal T (1960) Acquisition of resistance in guinea pigs infected with different doses of virulent tubercle bacilli. Am J Hyg 72:130148 Bjerkedal T (1960) Acquisition of resistance in guinea pigs infected with different doses of virulent tubercle bacilli. Am J Hyg 72:130148
5.
go back to reference Bonferroni CE (1930) Elmenti di statistica generale. Libreria Seber, Firenze Bonferroni CE (1930) Elmenti di statistica generale. Libreria Seber, Firenze
6.
9.
go back to reference Dey S, Ghosh I, Kumar D (2019) Alpha-power transformed Lindley distribution: properties and associated inference with application to earthquake data. Ann Data Sci 6(4):623–650CrossRef Dey S, Ghosh I, Kumar D (2019) Alpha-power transformed Lindley distribution: properties and associated inference with application to earthquake data. Ann Data Sci 6(4):623–650CrossRef
10.
go back to reference Dey S, Nassar M, Kumar D (2018) Alpha power transformed inverse Lindley distribution: a distribution with an upsidedown bathtub-shaped hazard function. J Comput Appl Math 348:130–145CrossRef Dey S, Nassar M, Kumar D (2018) Alpha power transformed inverse Lindley distribution: a distribution with an upsidedown bathtub-shaped hazard function. J Comput Appl Math 348:130–145CrossRef
11.
go back to reference Efron B (1988) Logistic regression, survival analysis, and the Kaplan–Meier curve. J Am Stat Assoc 83:414–425CrossRef Efron B (1988) Logistic regression, survival analysis, and the Kaplan–Meier curve. J Am Stat Assoc 83:414–425CrossRef
12.
go back to reference Gupta RD, Kundu D (2009) A new class of weighted exponential distributions. Stat J Theor Appl Stat 43:621–634 Gupta RD, Kundu D (2009) A new class of weighted exponential distributions. Stat J Theor Appl Stat 43:621–634
14.
go back to reference Hastings JC, Mosteller F, Tukey JW, Windsor C (1947) Low moments for small samples: a comparative study of order statistics. Ann Stat 18:413–426CrossRef Hastings JC, Mosteller F, Tukey JW, Windsor C (1947) Low moments for small samples: a comparative study of order statistics. Ann Stat 18:413–426CrossRef
15.
go back to reference Johnson NL (1949) Systems of frequency curves generated by methods of translation. Biometrika 36:149–176CrossRef Johnson NL (1949) Systems of frequency curves generated by methods of translation. Biometrika 36:149–176CrossRef
16.
go back to reference Jones MC (2015) On families of distributions with shape parameters. Int Stat Rev 83(2):175–192CrossRef Jones MC (2015) On families of distributions with shape parameters. Int Stat Rev 83(2):175–192CrossRef
17.
go back to reference Kotz S, Nadarajah S (2000) Extreme value distributions: theory and applications. World Scientific, LondonCrossRef Kotz S, Nadarajah S (2000) Extreme value distributions: theory and applications. World Scientific, LondonCrossRef
18.
go back to reference Koutras VP (2011) Two-level software rejuvenation model with increasing failure rate degradation. In: Kacprzyk J et al (eds) Dependable computer systems. Springer, New York, pp 101–115 CrossRef Koutras VP (2011) Two-level software rejuvenation model with increasing failure rate degradation. In: Kacprzyk J et al (eds) Dependable computer systems. Springer, New York, pp 101–115 CrossRef
19.
go back to reference Kus C (2007) A new lifetime distribution. Comput Stat Data Anal 51:4497–4509CrossRef Kus C (2007) A new lifetime distribution. Comput Stat Data Anal 51:4497–4509CrossRef
20.
go back to reference Lai MT (2013) Optimum number of minimal repairs for a system under increasing failure rate shock model with cumulative repair-cost limit. Int J Reliab Saf 7:95–107CrossRef Lai MT (2013) Optimum number of minimal repairs for a system under increasing failure rate shock model with cumulative repair-cost limit. Int J Reliab Saf 7:95–107CrossRef
21.
go back to reference Langlands A, Pocock S, Kerr G, Gore S (1997) Long-term survival of patients with breast cancer: a study of the curability of the disease. Br Med J 2:1247–1251CrossRef Langlands A, Pocock S, Kerr G, Gore S (1997) Long-term survival of patients with breast cancer: a study of the curability of the disease. Br Med J 2:1247–1251CrossRef
22.
go back to reference Lawless JF (2003) Statistical models and methods for lifetime data. Wiley, New York Lawless JF (2003) Statistical models and methods for lifetime data. Wiley, New York
23.
go back to reference Lee C, Famoye F, Alzaatreh A (2013) Methods for generating families of continuous distribution in the recent decades. Wiley Interdiscip Rev Comput Stat 5:219–238CrossRef Lee C, Famoye F, Alzaatreh A (2013) Methods for generating families of continuous distribution in the recent decades. Wiley Interdiscip Rev Comput Stat 5:219–238CrossRef
24.
go back to reference Lemonte AJ (2013) A new exponential-type distribution with constant, decreasing, increasing, upside-down bathtub and bathtub-shaped failure rate function. Comput Stat Data Anal 62:149–170CrossRef Lemonte AJ (2013) A new exponential-type distribution with constant, decreasing, increasing, upside-down bathtub and bathtub-shaped failure rate function. Comput Stat Data Anal 62:149–170CrossRef
25.
go back to reference Lee ET, Wang JW (2003) Statistical methods for survival data analysis, 3rd edn. New York, WileyCrossRef Lee ET, Wang JW (2003) Statistical methods for survival data analysis, 3rd edn. New York, WileyCrossRef
26.
go back to reference Lorenz MO (1905) Methods of measuring the concentration of wealth. Q Publ Am Stat Assoc 9:209–219 Lorenz MO (1905) Methods of measuring the concentration of wealth. Q Publ Am Stat Assoc 9:209–219
27.
go back to reference Mahdavi Abbas, Kundu D (2017) A new method for generating distributions with an application to exponential distribution. Commun Stat Theory Methods 46(13):6543–6557CrossRef Mahdavi Abbas, Kundu D (2017) A new method for generating distributions with an application to exponential distribution. Commun Stat Theory Methods 46(13):6543–6557CrossRef
28.
go back to reference Nadarajah S, Haghighi F (2011) An extension of the exponential distribution. Statistics 45:543–558CrossRef Nadarajah S, Haghighi F (2011) An extension of the exponential distribution. Statistics 45:543–558CrossRef
29.
go back to reference Nikulin M, Haghighi F (2006) A chi-squared test for the generalized power Weibull family for the head-and-neck cancer censored data. J Math Sci 133:1333–1341CrossRef Nikulin M, Haghighi F (2006) A chi-squared test for the generalized power Weibull family for the head-and-neck cancer censored data. J Math Sci 133:1333–1341CrossRef
30.
go back to reference Patil GP (2002) Weighted distributions. Encycl Environmetics 4:2369–2377 Patil GP (2002) Weighted distributions. Encycl Environmetics 4:2369–2377
31.
go back to reference Patil GP, Rao CR (1978) Weighted distributions and size-biased sampling with application to wildlife populations and human families. Biometrics 34:179–189CrossRef Patil GP, Rao CR (1978) Weighted distributions and size-biased sampling with application to wildlife populations and human families. Biometrics 34:179–189CrossRef
32.
go back to reference Pearson K (1895) Contributions to the mathematical theory of evolution. II. Skew variation in homogeneous material. Philos Trans R Soc Lond A 186:343–414CrossRef Pearson K (1895) Contributions to the mathematical theory of evolution. II. Skew variation in homogeneous material. Philos Trans R Soc Lond A 186:343–414CrossRef
33.
go back to reference Proschan F (1963) Theoretical explanation of observed decreasing failure rate. Technometrics 5:375–383CrossRef Proschan F (1963) Theoretical explanation of observed decreasing failure rate. Technometrics 5:375–383CrossRef
34.
go back to reference Rajarshi S, Rajarshi MB (1988) Bathtub distribution: a review. Commun Stat Theory Method 17:2597–2621CrossRef Rajarshi S, Rajarshi MB (1988) Bathtub distribution: a review. Commun Stat Theory Method 17:2597–2621CrossRef
35.
go back to reference Rao CR (1965) On discrete distributions arising out of methods of ascertainment. In: Patil GP (ed) Classical and contagious discrete distributions. Pergamon Press and Statistical Publishing Society, Calcutta, pp 320–332 Rao CR (1965) On discrete distributions arising out of methods of ascertainment. In: Patil GP (ed) Classical and contagious discrete distributions. Pergamon Press and Statistical Publishing Society, Calcutta, pp 320–332
36.
go back to reference Rényi A (1961) On measures of entropy and information. In: Proceedings of the fourth Berkeley symposium on mathematical statistics and probability, vol 1. University of California Press, Berkeley, pp 547–561 Rényi A (1961) On measures of entropy and information. In: Proceedings of the fourth Berkeley symposium on mathematical statistics and probability, vol 1. University of California Press, Berkeley, pp 547–561
37.
go back to reference Saidane S, Babai MZ, Aguir MS, Korbaa O (2010) Spare parts inventory systems under an increasing failure rate demand interval distribution. In: Proceedings of the 41st international conference on computers and industrial engineering, pp 768–773 Saidane S, Babai MZ, Aguir MS, Korbaa O (2010) Spare parts inventory systems under an increasing failure rate demand interval distribution. In: Proceedings of the 41st international conference on computers and industrial engineering, pp 768–773
38.
go back to reference Shaked M, Shanthikumar JG (1994) Stochastic orders and their applications. Academic Press, Boston Shaked M, Shanthikumar JG (1994) Stochastic orders and their applications. Academic Press, Boston
39.
go back to reference Tukey JW(1960) The practical relationship between the common transformations of percentages of counts and amounts. Technical Report 36. Statistical Techniques Research Group, Princeton University, Princeton, NJ Tukey JW(1960) The practical relationship between the common transformations of percentages of counts and amounts. Technical Report 36. Statistical Techniques Research Group, Princeton University, Princeton, NJ
40.
go back to reference Woosley RL, Cossman J (2007) Drug development and the FDAs critical path initiative. Public Policy 81:129–133 Woosley RL, Cossman J (2007) Drug development and the FDAs critical path initiative. Public Policy 81:129–133
Metadata
Title
A New Extension of Extended Exponential Distribution with Applications
Authors
Ateq Alghamedi
Sanku Dey
Devendra Kumar
Saeed A. Dobbah
Publication date
20-01-2020
Publisher
Springer Berlin Heidelberg
Published in
Annals of Data Science / Issue 1/2020
Print ISSN: 2198-5804
Electronic ISSN: 2198-5812
DOI
https://doi.org/10.1007/s40745-020-00240-w

Other articles of this Issue 1/2020

Annals of Data Science 1/2020 Go to the issue