Published

2021-07-12

Exponentiality Test Based on Progressively Type-II Censored Data Via Extension of Cumulative Tsallis Divergence

Prueba de exponencialidad basada en progresivamente tipo II Datos censurados a través de la extensión de Tsallis acumulados Divergencia

DOI:

https://doi.org/10.15446/rce.v44n2.89797

Keywords:

Cumulative residual Tsallis divergence, Exponential distribution, Goodness of ft test, Monte Carlo simulation, Progressively Type-II censored sampll, Tsallis divergence. (en)
Bondad de ajuste, Distribución exponencial, Divergencia Tsallis, Divergencia Tsallis residual acumulada, Simulación Monte Carlo (es)

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Authors

  • Vahideh Ahrari Department of Statistics, Ferdowsi University of Mashhad.
  • Arezou Habibirad Department of Statistics, Ferdowsi University of Mashhad.

In this article, first new divergences are defined by using Tsallis divergence and a measure of discrepancy between equilibriums associated with two distributions is proposed. Then utilizing the progressively Type-II censored sample, we construct goodness of fit tests for exponentiality based on the estimation of proposed divergences. To investigate the performance of the mentioned tests, Monte Carlo simulations are performed. In order to study the power, the alternatives are considered according to the failure rate function. The powers of the proposed tests are then compared with other existing tests. As regards the last step of the study, in order to explain the use of the proposed tests, three examples are presented.

En este artículo, las primeras nuevas divergencias se definen utilizando la divergencia de Tsallis y se propone una medida de discrepancia entre los
equilibrios asociados con dos distribuciones. Luego, utilizando la muestra censurada progresivamente Tipo II, construimos pruebas de bondad de ajuste
para exponencialidad basadas en la estimación de divergencias propuestas. Para investigar el desempeño de las pruebas mencionadas, se realizan
simulaciones Monte Carlo. Para estudiar la potencia, se consideran las alternativas según la función de tasa de falla. Los poderes de las pruebas propuestas se comparan luego con otras pruebas existentes. En cuanto al último paso del estudio,

References

Alizadeh Noughabi, H. (2017), 'Testing exponentiality based on kullback-leibler information for progressively type II censored data', Communications in Statistics-Simulation and Computation 46(10), 7624-7638. DOI: https://doi.org/10.1080/03610918.2016.1248569

Alizadeh Noughabi, H. & Balakrishnan, N. (2015), 'Goodness of fit using a new estimate of kullback-leibler information based on type II censored data', IEEE Transactions on Reliability 64(2), 627-635. DOI: https://doi.org/10.1109/TR.2014.2366763

Balakrishnan, N. (2007), 'Progressive censoring methodology: An appraisal (with discusssions)', Test 16(2), 211-296. DOI: https://doi.org/10.1007/s11749-007-0061-y

Balakrishnan, N. & Aggarwala, R. (2000), Progressive Censoring: Theory, Methods, and Applications, Birkhauser, Boston. DOI: https://doi.org/10.1007/978-1-4612-1334-5

Balakrishnan, N., Habibirad, A. & Arghami, N. R. (2007), 'Testing exponentiality based on kullback-leibler information with progressively type-ii censored data', IEEE Transactions on Reliability 56(2), 301-307. DOI: https://doi.org/10.1109/TR.2007.895308

Balakrishnan, N. & Lin, C.-T. (2003), 'On the distribution of a test for exponentiality based on progressively type-ii right censored spacings', Journal of Statistical Computation and Simulation 73(4), 277-283. DOI: https://doi.org/10.1080/0094965021000033530

Balakrishnan, N. & Sandhu, R. (1995), 'A simple simulational algorithm for generating progressive type-ii censored samples', The American Statistician 49(2), 229-230. DOI: https://doi.org/10.1080/00031305.1995.10476150

Baratpour, S. & Habibirad, A. (2016), 'Exponentiality test based on the progressive type ii censoring via cumulative entropy', Communications in Statistics-Simulation and Computation 45(7), 2625-2637. DOI: https://doi.org/10.1080/03610918.2014.917673

Di Crescenzo, A. & Longobardi, M. (2009), 'On cumulative entropies', Journal of Statistical Planning and Inference 139(12), 4072-4087. DOI: https://doi.org/10.1016/j.jspi.2009.05.038

Gupta, R. C. & Kirmani, S. (1990), 'The role of weighted distributions in stochastic modeling', Communications in Statistics-Theory and methods 19(9), 3147-3162. DOI: https://doi.org/10.1080/03610929008830371

Habibirad, A., Yousefzadeh, F. & Balakrishnan, N. (2011), 'Goodness-of-fit test based on kullback-leibler information for progressively type-ii censored data', IEEE Transactions on Reliability 60(3), 570-579. DOI: https://doi.org/10.1109/TR.2011.2162470

Lim, J. & Park, S. (2007), 'Censored kullback-leibler information and goodnessof-fit test with type ii censored data', Journal of Applied Statistics 34(9), 1051-1064. DOI: https://doi.org/10.1080/02664760701592000

Lin, C.-T., Huang, Y.-L. & Balakrishnan, N. (2008), 'A new method for goodnessof-fit testing based on type-ii right censored samples', IEEE Transactions on Reliability 57(4), 633-642. DOI: https://doi.org/10.1109/TR.2008.2005860

Nelson, W. (1982), Applied Life Data Analysis, John Wiley and Sons, New York. DOI: https://doi.org/10.1002/0471725234

Pakyari, R. & Balakrishnan, N. (2012), 'A general purpose approximate goodnessof-fit test for progressively type-ii censored data', IEEE Transactions on Reliability 61(1), 238-244. DOI: https://doi.org/10.1109/TR.2012.2182811

Pakyari, R. & Balakrishnan, N. (2013), 'Goodness-of-fit tests for progressively type-ii censored data from location-scale distributions', Journal of Statistical Computation and Simulation 83(1), 167-178. DOI: https://doi.org/10.1080/00949655.2011.625424

Park, S. & Lim, J. (2015), 'On censored cumulative residual kullback-leibler information and goodness-of-fit test with type ii censored data', Statistical Papers 56(1), 247-256. DOI: https://doi.org/10.1007/s00362-014-0579-5

Park, S., Rao, M. & Shin, D. W. (2012), 'On cumulative residual kullback-leibler information', Statistics and Probability Letters 82(11), 2025-2032. DOI: https://doi.org/10.1016/j.spl.2012.06.015

Rao, M., Chen, Y., Vemuri, B. C. & Wang, F. (2004), 'Cumulative residual entropy: a new measure of information', IEEE Transactions on Information Theory 50(6), 1220-1228. DOI: https://doi.org/10.1109/TIT.2004.828057

Salinas, V., Pérez, P., González, E. & Vaquera, H. (2012), 'Goodness of fit tests for the gumbel distribution with type ii right censored data', Revista Colombiana de Estadística 35(3), 409-424.

Shannon, C. E. (1948), 'A mathematical theory of communication', Bell System Technical Journal 27(3), 379-423. DOI: https://doi.org/10.1002/j.1538-7305.1948.tb01338.x

Spineili, J. J. & Stephens, M. A. (1987), 'Tests for exponentiality when origin and scale parameters are unknown', Technometrics 29(4), 471-476. DOI: https://doi.org/10.1080/00401706.1987.10488276

Tsallis, C. (1988), 'Possible generalization of boltzmann-gibbs statistics', Journal of Statistical Physics 52(1-2), 479-487. DOI: https://doi.org/10.1007/BF01016429

Viveros, R. & Balakrishnan, N. (1994), 'Interval estimation of parameters of life from progressively censored data', Technometrics 36(1), 84-91. DOI: https://doi.org/10.1080/00401706.1994.10485403

Wang, B. (2008), 'Goodness-of-fit test for the exponential distribution based on progressively type-II censored sample', Journal of Statistical Computation and Simulation 78(2), 125-132. DOI: https://doi.org/10.1080/10629360600944266

Yousefzadeh, F. & Arghami, N. R. (2008), 'Testing exponentiality based on type II censored data and a new cdf estimator', Communications in Statistics Simulation and Computation® 37(8), 1479-1499. DOI: https://doi.org/10.1080/03610910802178372

How to Cite

APA

Ahrari, V. and Habibirad, A. (2021). Exponentiality Test Based on Progressively Type-II Censored Data Via Extension of Cumulative Tsallis Divergence. Revista Colombiana de Estadística, 44(2), 297–312. https://doi.org/10.15446/rce.v44n2.89797

ACM

[1]
Ahrari, V. and Habibirad, A. 2021. Exponentiality Test Based on Progressively Type-II Censored Data Via Extension of Cumulative Tsallis Divergence. Revista Colombiana de Estadística. 44, 2 (Jul. 2021), 297–312. DOI:https://doi.org/10.15446/rce.v44n2.89797.

ACS

(1)
Ahrari, V.; Habibirad, A. Exponentiality Test Based on Progressively Type-II Censored Data Via Extension of Cumulative Tsallis Divergence. Rev. colomb. estad. 2021, 44, 297-312.

ABNT

AHRARI, V.; HABIBIRAD, A. Exponentiality Test Based on Progressively Type-II Censored Data Via Extension of Cumulative Tsallis Divergence. Revista Colombiana de Estadística, [S. l.], v. 44, n. 2, p. 297–312, 2021. DOI: 10.15446/rce.v44n2.89797. Disponível em: https://revistas.unal.edu.co/index.php/estad/article/view/89797. Acesso em: 21 apr. 2025.

Chicago

Ahrari, Vahideh, and Arezou Habibirad. 2021. “Exponentiality Test Based on Progressively Type-II Censored Data Via Extension of Cumulative Tsallis Divergence”. Revista Colombiana De Estadística 44 (2):297-312. https://doi.org/10.15446/rce.v44n2.89797.

Harvard

Ahrari, V. and Habibirad, A. (2021) “Exponentiality Test Based on Progressively Type-II Censored Data Via Extension of Cumulative Tsallis Divergence”, Revista Colombiana de Estadística, 44(2), pp. 297–312. doi: 10.15446/rce.v44n2.89797.

IEEE

[1]
V. Ahrari and A. Habibirad, “Exponentiality Test Based on Progressively Type-II Censored Data Via Extension of Cumulative Tsallis Divergence”, Rev. colomb. estad., vol. 44, no. 2, pp. 297–312, Jul. 2021.

MLA

Ahrari, V., and A. Habibirad. “Exponentiality Test Based on Progressively Type-II Censored Data Via Extension of Cumulative Tsallis Divergence”. Revista Colombiana de Estadística, vol. 44, no. 2, July 2021, pp. 297-12, doi:10.15446/rce.v44n2.89797.

Turabian

Ahrari, Vahideh, and Arezou Habibirad. “Exponentiality Test Based on Progressively Type-II Censored Data Via Extension of Cumulative Tsallis Divergence”. Revista Colombiana de Estadística 44, no. 2 (July 12, 2021): 297–312. Accessed April 21, 2025. https://revistas.unal.edu.co/index.php/estad/article/view/89797.

Vancouver

1.
Ahrari V, Habibirad A. Exponentiality Test Based on Progressively Type-II Censored Data Via Extension of Cumulative Tsallis Divergence. Rev. colomb. estad. [Internet]. 2021 Jul. 12 [cited 2025 Apr. 21];44(2):297-312. Available from: https://revistas.unal.edu.co/index.php/estad/article/view/89797

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