Research Article

The geometric power half-normal regression model with cure rate

Volume: 47 Number: 2 April 1, 2018
  • Yolanda M. Gómez *
  • Heleno Bolfarine
EN

The geometric power half-normal regression model with cure rate

Abstract

In this paper we consider the geometric cure rate model defined in [16], using for $S_0(\cdot)$, the survival function of carcinogenic cells, an extension of the half-normal distribution based on the distribution of the maximum of a random sample. The implementation of maximum likelihood estimation for the model parameters is discussed and, nally, the model is fitted to a real database (Melanoma data set), and comparisons are performed with alternatives to the new $S_0(\cdot)$.

Keywords

References

  1. Akaike, H. (1974). A new look at the statistical model identication. IEEE Transactions of Automatic Control, 19(6), 716-723.
  2. Berkson, J., Gage, R. (1952). Survival curve for cancer patients following treatment. Journal of the American Statistical Association, 47, 501-515.
  3. Boag, J.W. (1949). Maximum likelihood estimates of the proportion of patients cured by cancer therapy. Journal of the Royal Statistical Society B, 11,15-53.
  4. Cancho, V.G., Louzada, F., Barriga, G.D.C. (2011) The Geometric Birnbaum-Saunders regression model with cure rate. Journal of Statistical Planning an Inference, 142, 993-1000.
  5. Cooray, K. and Ananda, M.M.A. (2008). A Generalization of the Half-Normal Distribution with Applications to Lifetime Data. Communications in Statistics - Theory and Methods, 37, 1323-1337.
  6. Durrans, S.R. (1992). Distributions of fractional order statistics in hydrology. Water Resources Research, 28, 16491655.
  7. Gómez, Y.M., Bolfarine, H. (2015). Likelihood-based inference for power half-normal distri- bution. Journal of Statistical Theory and Applications, 14, 383398.
  8. Gupta, D. and Gupta, R.C. (2008). Analyzing skewed data by power normal model. Test, 17, 197210.

Details

Primary Language

English

Subjects

Mathematical Sciences

Journal Section

Research Article

Authors

Yolanda M. Gómez * This is me

Heleno Bolfarine This is me

Publication Date

April 1, 2018

Submission Date

April 1, 2016

Acceptance Date

June 22, 2016

Published in Issue

Year 2018 Volume: 47 Number: 2

APA
Gómez, Y. M., & Bolfarine, H. (2018). The geometric power half-normal regression model with cure rate. Hacettepe Journal of Mathematics and Statistics, 47(2), 437-446. https://izlik.org/JA38TC73NL
AMA
1.Gómez YM, Bolfarine H. The geometric power half-normal regression model with cure rate. Hacettepe Journal of Mathematics and Statistics. 2018;47(2):437-446. https://izlik.org/JA38TC73NL
Chicago
Gómez, Yolanda M., and Heleno Bolfarine. 2018. “The Geometric Power Half-Normal Regression Model With Cure Rate”. Hacettepe Journal of Mathematics and Statistics 47 (2): 437-46. https://izlik.org/JA38TC73NL.
EndNote
Gómez YM, Bolfarine H (April 1, 2018) The geometric power half-normal regression model with cure rate. Hacettepe Journal of Mathematics and Statistics 47 2 437–446.
IEEE
[1]Y. M. Gómez and H. Bolfarine, “The geometric power half-normal regression model with cure rate”, Hacettepe Journal of Mathematics and Statistics, vol. 47, no. 2, pp. 437–446, Apr. 2018, [Online]. Available: https://izlik.org/JA38TC73NL
ISNAD
Gómez, Yolanda M. - Bolfarine, Heleno. “The Geometric Power Half-Normal Regression Model With Cure Rate”. Hacettepe Journal of Mathematics and Statistics 47/2 (April 1, 2018): 437-446. https://izlik.org/JA38TC73NL.
JAMA
1.Gómez YM, Bolfarine H. The geometric power half-normal regression model with cure rate. Hacettepe Journal of Mathematics and Statistics. 2018;47:437–446.
MLA
Gómez, Yolanda M., and Heleno Bolfarine. “The Geometric Power Half-Normal Regression Model With Cure Rate”. Hacettepe Journal of Mathematics and Statistics, vol. 47, no. 2, Apr. 2018, pp. 437-46, https://izlik.org/JA38TC73NL.
Vancouver
1.Yolanda M. Gómez, Heleno Bolfarine. The geometric power half-normal regression model with cure rate. Hacettepe Journal of Mathematics and Statistics [Internet]. 2018 Apr. 1;47(2):437-46. Available from: https://izlik.org/JA38TC73NL