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THE GENETIC ALGORITHM METHOD FOR PARAMETER ESTIMATION IN NONLINEAR REGRESSION

Year 2004, Volume: 17 Issue: 2, 43 - 51, 06.08.2010

Bülent Altunkaynak , Alptekin Esin

Abstract

ABSTRACT

In  this  study,  an  alternative  method has been proposed for the parameter estimation in non-linear regression. This method is the  genetic algorithms technique which is widely used in recent years. Unlike other parameter estimation methods, genetic algorithms  do not require supplementary information and thus are functional for practical purposes. Genetic algorithms are shown to achieve effective solutions compared to other methods in the S-type growth models. The results have established that genetic  algorithms with no need for auxiliary information can be used for parameter estimation in non-linear regression.     

 

Key Words: Nonlinear Regression, S-Type Growth Model, Genetic Algorithms

Keywords

Nonlinear Regression S-Type Growth Model Genetic Algorithms

Year 2004, Volume: 17 Issue: 2, 43 - 51, 06.08.2010

Bülent Altunkaynak , Alptekin Esin

Abstract

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Details

Primary Language English
Journal Section Statistics
Authors

Bülent Altunkaynak

Alptekin Esin This is me

Publication Date August 6, 2010
Published in Issue Year 2004 Volume: 17 Issue: 2

Cite

APA Altunkaynak, B., & Esin, A. (2010). THE GENETIC ALGORITHM METHOD FOR PARAMETER ESTIMATION IN NONLINEAR REGRESSION. Gazi University Journal of Science, 17(2), 43-51.
AMA Altunkaynak B, Esin A. THE GENETIC ALGORITHM METHOD FOR PARAMETER ESTIMATION IN NONLINEAR REGRESSION. Gazi University Journal of Science. August 2010;17(2):43-51.
Chicago Altunkaynak, Bülent, and Alptekin Esin. “THE GENETIC ALGORITHM METHOD FOR PARAMETER ESTIMATION IN NONLINEAR REGRESSION”. Gazi University Journal of Science 17, no. 2 (August 2010): 43-51.
EndNote Altunkaynak B, Esin A (August 1, 2010) THE GENETIC ALGORITHM METHOD FOR PARAMETER ESTIMATION IN NONLINEAR REGRESSION. Gazi University Journal of Science 17 2 43–51.
IEEE B. Altunkaynak and A. Esin, “THE GENETIC ALGORITHM METHOD FOR PARAMETER ESTIMATION IN NONLINEAR REGRESSION”, Gazi University Journal of Science, vol. 17, no. 2, pp. 43–51, 2010.
ISNAD Altunkaynak, Bülent - Esin, Alptekin. “THE GENETIC ALGORITHM METHOD FOR PARAMETER ESTIMATION IN NONLINEAR REGRESSION”. Gazi University Journal of Science 17/2 (August 2010), 43-51.
JAMA Altunkaynak B, Esin A. THE GENETIC ALGORITHM METHOD FOR PARAMETER ESTIMATION IN NONLINEAR REGRESSION. Gazi University Journal of Science. 2010;17:43–51.
MLA Altunkaynak, Bülent and Alptekin Esin. “THE GENETIC ALGORITHM METHOD FOR PARAMETER ESTIMATION IN NONLINEAR REGRESSION”. Gazi University Journal of Science, vol. 17, no. 2, 2010, pp. 43-51.
Vancouver Altunkaynak B, Esin A. THE GENETIC ALGORITHM METHOD FOR PARAMETER ESTIMATION IN NONLINEAR REGRESSION. Gazi University Journal of Science. 2010;17(2):43-51.