A skewed truncated Cauchy uniform distribution and its moments

Although usually normal distribution is considered for statistical analysis, however in many practical situations, distribution of data is asymmetric and using the normal distribution is not appropriate for modeling the data. Base on this fact, skew symmetric distributions have been introduced. In t...

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Main Authors: Ashani, Zahra Nazemi, Abu Bakar, Mohd Rizam, Ibrahim, Noor Akma, Adam, Mohd Bakri
Format: Article
Language:English
Published: Canadian Center of Science and Education 2016
Online Access:http://psasir.upm.edu.my/id/eprint/54940/1/A%20Skewed%20Truncated%20Cauchy%20Uniform%20Distribution%20and%20Its%20Moments.pdf
http://psasir.upm.edu.my/id/eprint/54940/
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Institution: Universiti Putra Malaysia
Language: English
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spelling my.upm.eprints.549402018-06-12T08:20:29Z http://psasir.upm.edu.my/id/eprint/54940/ A skewed truncated Cauchy uniform distribution and its moments Ashani, Zahra Nazemi Abu Bakar, Mohd Rizam Ibrahim, Noor Akma Adam, Mohd Bakri Although usually normal distribution is considered for statistical analysis, however in many practical situations, distribution of data is asymmetric and using the normal distribution is not appropriate for modeling the data. Base on this fact, skew symmetric distributions have been introduced. In this article, between skew distributions, we consider the skew Cauchy symmetric distributions because this family of distributions doesn't have finite moments of all orders. We focus on skew Cauchy uniform distribution and generate the skew probability distribution function of the form , where is truncated Cauchy distribution and is the distribution function of uniform distribution. The finite moments of all orders and distribution function for this new density function are provided. At the end, we illustrate this model using exchange rate data and show, according to the maximum likelihood method, this model is a better model than skew Cauchy distribution. Also the range of skewness and kurtosis for and the graphical illustrations are provided. Canadian Center of Science and Education 2016 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/54940/1/A%20Skewed%20Truncated%20Cauchy%20Uniform%20Distribution%20and%20Its%20Moments.pdf Ashani, Zahra Nazemi and Abu Bakar, Mohd Rizam and Ibrahim, Noor Akma and Adam, Mohd Bakri (2016) A skewed truncated Cauchy uniform distribution and its moments. Modern Applied Science, 10 (7). 174 - 182. ISSN 1913-1844; ESSN: 1913-1852 10.5539/mas.v10n7p174
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description Although usually normal distribution is considered for statistical analysis, however in many practical situations, distribution of data is asymmetric and using the normal distribution is not appropriate for modeling the data. Base on this fact, skew symmetric distributions have been introduced. In this article, between skew distributions, we consider the skew Cauchy symmetric distributions because this family of distributions doesn't have finite moments of all orders. We focus on skew Cauchy uniform distribution and generate the skew probability distribution function of the form , where is truncated Cauchy distribution and is the distribution function of uniform distribution. The finite moments of all orders and distribution function for this new density function are provided. At the end, we illustrate this model using exchange rate data and show, according to the maximum likelihood method, this model is a better model than skew Cauchy distribution. Also the range of skewness and kurtosis for and the graphical illustrations are provided.
format Article
author Ashani, Zahra Nazemi
Abu Bakar, Mohd Rizam
Ibrahim, Noor Akma
Adam, Mohd Bakri
spellingShingle Ashani, Zahra Nazemi
Abu Bakar, Mohd Rizam
Ibrahim, Noor Akma
Adam, Mohd Bakri
A skewed truncated Cauchy uniform distribution and its moments
author_facet Ashani, Zahra Nazemi
Abu Bakar, Mohd Rizam
Ibrahim, Noor Akma
Adam, Mohd Bakri
author_sort Ashani, Zahra Nazemi
title A skewed truncated Cauchy uniform distribution and its moments
title_short A skewed truncated Cauchy uniform distribution and its moments
title_full A skewed truncated Cauchy uniform distribution and its moments
title_fullStr A skewed truncated Cauchy uniform distribution and its moments
title_full_unstemmed A skewed truncated Cauchy uniform distribution and its moments
title_sort skewed truncated cauchy uniform distribution and its moments
publisher Canadian Center of Science and Education
publishDate 2016
url http://psasir.upm.edu.my/id/eprint/54940/1/A%20Skewed%20Truncated%20Cauchy%20Uniform%20Distribution%20and%20Its%20Moments.pdf
http://psasir.upm.edu.my/id/eprint/54940/
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