The multinomial distribution is a generalization of the binomial distribution. It describes the probabilities of obtaining a distribution of counts across more than two categories. While the binomial distribution is applicable when there are two possible outcomes (success or failure), the multinomial distribution is used when there are multiple outcomes.
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The multinomial distribution gives the category counts from independent trials with category probabilities .