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Log-ratio type estimation for the finite population mean under simple random sampling without replacement with theory, simulation and application.

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Title: Log-ratio type estimation for the finite population mean under simple random sampling without replacement with theory, simulation and application.
Authors: Shakoor, Fazal1 (AUTHOR), Atif, Muhammad1 (AUTHOR), Ali, Hameed2 (AUTHOR), Alshammari, Abdulrahman Obaid3 (AUTHOR), Himmat, Bilal4 (AUTHOR) bilalhimmat@sjau.edu.af, Kefi, Khaled5 (AUTHOR) Khaled_kefi@yahoo.fr
Source: Scientific Reports. 1/1/2026, Vol. 16 Issue 1, p1-14. 14p.
Database: Academic Search Ultimate
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  Data: Log-ratio type estimation for the finite population mean under simple random sampling without replacement with theory, simulation and application.
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  Data: <searchLink fieldCode="JN" term="%22Scientific+Reports%22">Scientific Reports</searchLink>. 1/1/2026, Vol. 16 Issue 1, p1-14. 14p.
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        Value: 10.1038/s41598-025-29127-7
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        Text: English
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              Text: 1/1/2026
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              Y: 2026
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