Improved frequency table’s measures of skewness and kurtosis with application to weather data

The statistic” Midpoint” used as a magnitude of observations in each class of a frequency table leads to biased estimates of the two measures of shape of a distribution, skewness, and kurtosis. This research proposed three new statistics, the mean, median, and midrange of observations in each class...

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Main Authors: Muhammed, M. B., Adam, Mohd Bakri, Ali, Norhaslinda, Zulkafli, Hani Syahida
Format: Article
Language:English
Published: Taylor and Francis 2020
Online Access:http://psasir.upm.edu.my/id/eprint/89316/
http://psasir.upm.edu.my/id/eprint/89316/1/DATA.pdf
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author Muhammed, M. B.
Adam, Mohd Bakri
Ali, Norhaslinda
Zulkafli, Hani Syahida
author_facet Muhammed, M. B.
Adam, Mohd Bakri
Ali, Norhaslinda
Zulkafli, Hani Syahida
author_sort Muhammed, M. B.
building UPM Institutional Repository
collection Online Access
description The statistic” Midpoint” used as a magnitude of observations in each class of a frequency table leads to biased estimates of the two measures of shape of a distribution, skewness, and kurtosis. This research proposed three new statistics, the mean, median, and midrange of observations in each class instead of the midpoint. Simulation results using samples from normal, uniform, exponential distributions, and the real Istanbul weather data indicated that measures that used the mean as a representative of observations in each class outperformed the other measures of skewness and kurtosis.
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spelling upm-893162021-09-03T08:46:23Z http://psasir.upm.edu.my/id/eprint/89316/ Improved frequency table’s measures of skewness and kurtosis with application to weather data Muhammed, M. B. Adam, Mohd Bakri Ali, Norhaslinda Zulkafli, Hani Syahida The statistic” Midpoint” used as a magnitude of observations in each class of a frequency table leads to biased estimates of the two measures of shape of a distribution, skewness, and kurtosis. This research proposed three new statistics, the mean, median, and midrange of observations in each class instead of the midpoint. Simulation results using samples from normal, uniform, exponential distributions, and the real Istanbul weather data indicated that measures that used the mean as a representative of observations in each class outperformed the other measures of skewness and kurtosis. Taylor and Francis 2020 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/89316/1/DATA.pdf Muhammed, M. B. and Adam, Mohd Bakri and Ali, Norhaslinda and Zulkafli, Hani Syahida (2020) Improved frequency table’s measures of skewness and kurtosis with application to weather data. Communications in Statistics - Theory and Methods, 50 (15). pp. 1-18. ISSN 0361-0926; ESSN: 1532-415X https://www.tandfonline.com/doi/abs/10.1080/03610926.2020.1752386?journalCode=lsta20 10.1080/03610926.2020.1752386
spellingShingle Muhammed, M. B.
Adam, Mohd Bakri
Ali, Norhaslinda
Zulkafli, Hani Syahida
Improved frequency table’s measures of skewness and kurtosis with application to weather data
title Improved frequency table’s measures of skewness and kurtosis with application to weather data
title_full Improved frequency table’s measures of skewness and kurtosis with application to weather data
title_fullStr Improved frequency table’s measures of skewness and kurtosis with application to weather data
title_full_unstemmed Improved frequency table’s measures of skewness and kurtosis with application to weather data
title_short Improved frequency table’s measures of skewness and kurtosis with application to weather data
title_sort improved frequency table’s measures of skewness and kurtosis with application to weather data
url http://psasir.upm.edu.my/id/eprint/89316/
http://psasir.upm.edu.my/id/eprint/89316/
http://psasir.upm.edu.my/id/eprint/89316/
http://psasir.upm.edu.my/id/eprint/89316/1/DATA.pdf