Continuity Corrections for Discrete Distributions Under the Edgeworth Expansion |
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Authors: | Bar-Lev Shaul K. Fuchs Camil |
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Affiliation: | (1) Department of Statistics, University of Haifa, Haifa, 31905, Israel;(2) Department of Statistics and Operations Research, School of Mathematical Sciences, Sackler Faculty of Exact Sciences, Tel Aviv University, Tel Aviv, 69978, Israel |
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Abstract: | The approximation of discrete distributions by Edgeworth expansion series for continuity points of a discrete distribution Fn implies that if t is a support point of Fn, then the expansion should be performed at a continuity point . When a value is selected to improve the approximation of , and especially when a single term of the expansion is used, the selected is defined to be a continuity correction. This paper investigates the properties of the approximations based on several terms of the expansion, when is the value at which the infimum of a residual term is attained. Methods of selecting the estimation and the residual terms are investigated and the results are compared empirically for several discrete distributions. The results are also compared with the commonly used approximation based on the normal distribution with . Some numerical comparisons show that the developed procedure gives better approximations than those obtained under the standard continuity correction technique, whenever is close to 0 and 1. Thus, it is especially useful for p-value computations and for the evaluation of probabilities of rare events. |
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Keywords: | continuity correction Edgeworth expansion Hermite polynomials |
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