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The t-test of a Regression Coefficient for Imprecise Data

Year 2024, Early Access, 1 - 11
https://doi.org/10.15672/hujms.1342344

Abstract

The existing t-test for testing the significance of the regression coefficient is applied when cent percent observations of the data are precise, exact and uncertain. In practice, the measurement data or data recorded in an uncertain environment do not have all precise observations. The imprecise data cannot be analyzed using the existing t-test for testing the significance of the regression coefficient. In this paper, we will present the design of a t-test for testing the significance of the regression coefficient under neutrosophic statistics. The proposed t-test for testing the significance of the regression coefficient can be applied to imprecise data. The effect of the degree of uncertainty on the power of the test will be studied. The proposed t-test for testing the significance of the regression coefficient will be applied using the imprecise data. From the analysis, it is concluded that the proposed t-test for testing the significance of the regression coefficient will be informative, flexible and adequate to be applied to imprecise data.

References

  • [1] R. Alhabib and A. Salama, The neutrosophic time series-study its models (linearlogarithmic) and test the coefficients significance of its linear model, Neutrosophic Sets Syst. 33, 105-115, 2020. [2] M. Aslam, Neutrosophic F-Test for two counts of data from the Poisson distribution with application in climatology, Stats 5 (3), 773-783, 2022. [3] V. Bewick, L. Cheek and J. Ball, Statistics review 7: Correlation and regression, Crit. Care 7, 1-9, 2003. [4] S. Broumi, S. Krishna Prabha and V. Uluçay, Interval-valued Fermatean neutrosophic shortest path problem via score function, Neutrosophic syst. appl. 11, 1-10, 2023. [5] S. Broumi, S. Mohanaselvi, T. Witczak, M. Talea, A. Bakali and F. Smarandache, Complex fermatean neutrosophic graph and application to decision making, Decis. Mak. Appl. Manag. Eng. 6 (1), 474-501, 2023.
Year 2024, Early Access, 1 - 11
https://doi.org/10.15672/hujms.1342344

Abstract

References

  • [1] R. Alhabib and A. Salama, The neutrosophic time series-study its models (linearlogarithmic) and test the coefficients significance of its linear model, Neutrosophic Sets Syst. 33, 105-115, 2020. [2] M. Aslam, Neutrosophic F-Test for two counts of data from the Poisson distribution with application in climatology, Stats 5 (3), 773-783, 2022. [3] V. Bewick, L. Cheek and J. Ball, Statistics review 7: Correlation and regression, Crit. Care 7, 1-9, 2003. [4] S. Broumi, S. Krishna Prabha and V. Uluçay, Interval-valued Fermatean neutrosophic shortest path problem via score function, Neutrosophic syst. appl. 11, 1-10, 2023. [5] S. Broumi, S. Mohanaselvi, T. Witczak, M. Talea, A. Bakali and F. Smarandache, Complex fermatean neutrosophic graph and application to decision making, Decis. Mak. Appl. Manag. Eng. 6 (1), 474-501, 2023.
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Details

Primary Language English
Subjects Forensic Evaluation, Inference and Statistics, Large and Complex Data Theory, Soft Computing
Journal Section Statistics
Authors

Muhammad Aslam 0000-0003-0644-1950

Early Pub Date August 3, 2024
Publication Date
Published in Issue Year 2024 Early Access

Cite

APA Aslam, M. (2024). The t-test of a Regression Coefficient for Imprecise Data. Hacettepe Journal of Mathematics and Statistics1-11. https://doi.org/10.15672/hujms.1342344
AMA Aslam M. The t-test of a Regression Coefficient for Imprecise Data. Hacettepe Journal of Mathematics and Statistics. Published online August 1, 2024:1-11. doi:10.15672/hujms.1342344
Chicago Aslam, Muhammad. “The T-Test of a Regression Coefficient for Imprecise Data”. Hacettepe Journal of Mathematics and Statistics, August (August 2024), 1-11. https://doi.org/10.15672/hujms.1342344.
EndNote Aslam M (August 1, 2024) The t-test of a Regression Coefficient for Imprecise Data. Hacettepe Journal of Mathematics and Statistics 1–11.
IEEE M. Aslam, “The t-test of a Regression Coefficient for Imprecise Data”, Hacettepe Journal of Mathematics and Statistics, pp. 1–11, August 2024, doi: 10.15672/hujms.1342344.
ISNAD Aslam, Muhammad. “The T-Test of a Regression Coefficient for Imprecise Data”. Hacettepe Journal of Mathematics and Statistics. August 2024. 1-11. https://doi.org/10.15672/hujms.1342344.
JAMA Aslam M. The t-test of a Regression Coefficient for Imprecise Data. Hacettepe Journal of Mathematics and Statistics. 2024;:1–11.
MLA Aslam, Muhammad. “The T-Test of a Regression Coefficient for Imprecise Data”. Hacettepe Journal of Mathematics and Statistics, 2024, pp. 1-11, doi:10.15672/hujms.1342344.
Vancouver Aslam M. The t-test of a Regression Coefficient for Imprecise Data. Hacettepe Journal of Mathematics and Statistics. 2024:1-11.