Confidence interval for parameters estimates in circular simultaneous functional relationship model (CSFRM) for equal variances using normal asymptotic and bootstrap confidence intervals

Fatin Najihah Badarisam, and Mohd Syazwan Mohamad Anuar, and Abdul Ghapor Hussin, and Adzhar Rambli, and Nurul Raudhah Zulkifli, (2022) Confidence interval for parameters estimates in circular simultaneous functional relationship model (CSFRM) for equal variances using normal asymptotic and bootstrap confidence intervals. Sains Malaysiana, 51 (11). pp. 3819-3827. ISSN 0126-6039

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Abstract

Few studies have considered the functional relationship model for circular variables. Anuar has proposed a new model of Circular Simultaneous Functional Relationship Model for equal variances. However, the confidence interval for all parameter estimates in this model has not received any consideration in any literature. This paper proposes the confidence interval for all parameter estimates of von Mises distribution in this model. The parameters are estimated using minimum sum (ms) and polyroot function provided in (built-in package) Splus statistical software. The parameters confidence may be obtained from parameter estimation. Those estimation values are obtained by minimizing the negative value of the log-likelihood function. Then, the confidence interval for all parameters based on the bootstrap method will be compared with the normal asymptotic confidence interval via simulation studies. It is found that bootstrap method is the superior method by measuring the performance using coverage probability and expected length. The confidence intervals are illustrated using real wind direction data of Bayan Lepas that collected at 16.3 m above ground level, latitude 05°18’N and longitude 100°16’E. The results showed that the estimate parameters fall between the estimate interval, and we note that the method works well for this model.

Item Type:Article
Keywords:Bootstrap confidence interval; Circular simultaneous functional relationship model; Normal asymptotic confidence interval; Parameters estimate; Von Mises distribution
Journal:Sains Malaysiana
ID Code:21034
Deposited By: Siti Zarenah Jasin
Deposited On:01 Feb 2023 08:49
Last Modified:01 Feb 2023 08:49

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