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Binomial Distribution

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International Encyclopedia of Statistical Science

The binomial distribution is one of the most important distributions in Probability and Statistics and serves as a model for several real life problems. Special cases of it were first derived by Pascal (1679) and Bernoulli (1713).

Definition and genesis. Denote by X the number of successes in a sequence of n ( ≥ 1) independent trials of an experiment, and assume that each trial results in a success (S) or a failure (F) with respective probabilities p (0 < p < 1) and q = 1 − p. The random variable (rv) X is said to have the binomial distribution with parametersn andp, and it is denoted by B(n, p). The probability mass function (pmf) f(x) of X is given by

$$f(x) = P(X = x) = \left( {\begin{array}{*{20}c} n \\ x \\\end{array}} \right){p}^{x}{q}^{n-x},\quad x = 0,1,2,\ldots,n,$$
(1)

where \(\left( {\begin{array}{*{20}c} n \\ x \\\end{array}} \right) = n!/x!(n - x)!\) for 0 ≤ x ≤ n and 0 otherwise.

In fact a typical element of the event {X = x} is a sequence SSFS…SF of xS’s and n − xF’s,...

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References and Further Reading

  • Bernoulli J (1713) Ars conjectandi. Thurnisius, Basilea

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  • de Moivre A (1738) The doctrine of chances, 2nd edn. Woodfall, London

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  • Laplace PS (1812) Théorie Analytique des Probabilités, 3rd edn. 1820, Courcier Imprimeur, Paris. Reprinted by EJ Gabay, 1992, Paris

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  • Pascal B (1679) Varia opera Mathematica D. Petri de Fermat, Tolossae

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  • Poisson SD (1837) Récherches sur la probabilité des jugements en matiere criminelle et en matiere civile, precedees des regles generales du calcul des probabilites, Paris: Bachelier, Imprimeur-Libraire pour les Mathematiques, la Physique, etc.

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© 2011 Springer-Verlag Berlin Heidelberg

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Philippou, A.N., Antzoulakos, D.L. (2011). Binomial Distribution. In: Lovric, M. (eds) International Encyclopedia of Statistical Science. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-04898-2_146

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