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Krawtchouk polynomial approximation for binomial convo-lutions

Authors
Ha, H.-T.
Issue Date
2017
Publisher
Kyungpook National University
Keywords
Distribution approximation; Krawtchouk polynomials; Saddlepoint approximation; Sum of Independent nonidentical Binomial Distributions
Citation
Kyungpook Mathematical Journal, v.57, no.3, pp.493 - 502
Journal Title
Kyungpook Mathematical Journal
Volume
57
Number
3
Start Page
493
End Page
502
URI
https://scholarworks.bwise.kr/gachon/handle/2020.sw.gachon/6627
DOI
10.5666/KMJ.2017.57.3.493
ISSN
1225-6951
Abstract
We propose an accurate approximation method via discrete Krawtchouk orthogonal polynomials to the distribution of a sum of independent but non-identically distributed binomial random variables. This approximation is a weighted binomial distribution with no need for continuity correction unlike commonly used density approximation methods such as saddlepoint, Gram-Charlier A type(GC), and Gaussian approximation methods. The accuracy obtained from the proposed approximation is compared with saddlepoint approximations applied by Eisinga et al. [4], which are the most accurate method among higher order asymptotic approximation methods. The numerical results show that the proposed approximation in general provide more accurate estimates over the entire range for the target probability mass function including the right-tail probabilities. In addition, the method is mathematically tractable and computationally easy to program. © Kyungpook Mathematical Journal.
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