Recursive formulas for multinomial probabilities with applications
Recursive formulas are provided for computing probabilities of a multinomial distribution. Firstly, a recursive formula is provided for computing rectangular probabilities which include the cumulative distribution function as a special case. These rectangular probabilities can be used to provide goodness-of-fit tests for the cell probabilities. The probability that a certain cell count is the maximum of all cell counts is also considered, which can be used to assess the probability that the maximum cell count corresponds to the cell with the maximum probability. Finally, a recursive formula is provided for computing the probability that the cell counts satisfy a certain ordering, which can be used to assess the probability that the ordering of the cell counts corresponds to the ordering of the cell probabilities. The computational intensity of these recursive formulas is linear in the number of cells, and they provide opportunities for calculating probabilities that would otherwise be computationally challenging. Some examples of the applications of these formulas are provided. Copyright Springer-Verlag Berlin Heidelberg 2014
Year of publication: |
2014
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Authors: | Hayter, A. |
Published in: |
Computational Statistics. - Springer. - Vol. 29.2014, 5, p. 1207-1219
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Publisher: |
Springer |
Subject: | Multinomial distribution | Discrete data | Binomial distribution | Recursive computations | Maximum values | Order statistics | Goodness-of-fit tests |
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