From Binomial to Multinomial

• For example, suppose X can have the values 1,2,�,K

• We want to learn the parameters ? 1, ? 2. �, ? K

Sufficient statistics:

• N1, N2, �, NK - the number of times each outcome is observed

Likelihood function:

MLE:

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