A Geometric Derivation of the Irwin-Hall Distribution

The Irwin-Hall distribution is the distribution of the sum of a finite number of independent identically distributed uniform random variables on the unit interval. Many applications arise since round-off errors have a transformed Irwin-Hall distribution and the distribution supplies spline approxima...

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Main Authors: James E. Marengo, David L. Farnsworth, Lucas Stefanic
Format: Article
Language:English
Published: Wiley 2017-01-01
Series:International Journal of Mathematics and Mathematical Sciences
Online Access:http://dx.doi.org/10.1155/2017/3571419
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author James E. Marengo
David L. Farnsworth
Lucas Stefanic
author_facet James E. Marengo
David L. Farnsworth
Lucas Stefanic
author_sort James E. Marengo
collection DOAJ
description The Irwin-Hall distribution is the distribution of the sum of a finite number of independent identically distributed uniform random variables on the unit interval. Many applications arise since round-off errors have a transformed Irwin-Hall distribution and the distribution supplies spline approximations to normal distributions. We review some of the distribution’s history. The present derivation is very transparent, since it is geometric and explicitly uses the inclusion-exclusion principle. In certain special cases, the derivation can be extended to linear combinations of independent uniform random variables on other intervals of finite length. The derivation adds to the literature about methodologies for finding distributions of sums of random variables, especially distributions that have domains with boundaries so that the inclusion-exclusion principle might be employed.
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institution Kabale University
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spelling doaj-art-c11b0951b4c949cb9637947fefcae5102025-02-03T01:21:55ZengWileyInternational Journal of Mathematics and Mathematical Sciences0161-17121687-04252017-01-01201710.1155/2017/35714193571419A Geometric Derivation of the Irwin-Hall DistributionJames E. Marengo0David L. Farnsworth1Lucas Stefanic2School of Mathematical Sciences, Rochester Institute of Technology, Rochester, NY 14623, USASchool of Mathematical Sciences, Rochester Institute of Technology, Rochester, NY 14623, USASchool of Mathematical Sciences, Rochester Institute of Technology, Rochester, NY 14623, USAThe Irwin-Hall distribution is the distribution of the sum of a finite number of independent identically distributed uniform random variables on the unit interval. Many applications arise since round-off errors have a transformed Irwin-Hall distribution and the distribution supplies spline approximations to normal distributions. We review some of the distribution’s history. The present derivation is very transparent, since it is geometric and explicitly uses the inclusion-exclusion principle. In certain special cases, the derivation can be extended to linear combinations of independent uniform random variables on other intervals of finite length. The derivation adds to the literature about methodologies for finding distributions of sums of random variables, especially distributions that have domains with boundaries so that the inclusion-exclusion principle might be employed.http://dx.doi.org/10.1155/2017/3571419
spellingShingle James E. Marengo
David L. Farnsworth
Lucas Stefanic
A Geometric Derivation of the Irwin-Hall Distribution
International Journal of Mathematics and Mathematical Sciences
title A Geometric Derivation of the Irwin-Hall Distribution
title_full A Geometric Derivation of the Irwin-Hall Distribution
title_fullStr A Geometric Derivation of the Irwin-Hall Distribution
title_full_unstemmed A Geometric Derivation of the Irwin-Hall Distribution
title_short A Geometric Derivation of the Irwin-Hall Distribution
title_sort geometric derivation of the irwin hall distribution
url http://dx.doi.org/10.1155/2017/3571419
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