In
mathematics
Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, the multinomial theorem describes how to expand a
power of a
sum in terms of powers of the terms in that sum. It is the
generalization of the
binomial theorem from
binomials to
multinomials.
Theorem
For any positive integer and any non-negative integer , the multinomial theorem describes how a sum with terms expands when raised to the th power:
where
is a multinomial coefficient. The sum is taken over all combinations of
nonnegative integer
An integer is the number zero (0), a positive natural number (1, 2, 3, ...), or the negation of a positive natural number (−1, −2, −3, ...). The negations or additive inverses of the positive natural numbers are referred to as negative in ...
indices through such that the sum of all is . That is, for each term in the expansion, the exponents of the must add up to .
In the case , this statement reduces to that of the
binomial theorem.
Example
The third power of the trinomial is given by
This can be computed by hand using the
distributive property of multiplication over addition and combining like terms, but it can also be done (perhaps more easily) with the multinomial theorem. It is possible to "read off" the multinomial coefficients from the terms by using the multinomial coefficient formula. For example, the term
has coefficient
, the term
has coefficient
, and so on.
Alternate expression
The statement of the theorem can be written concisely using
multiindices:
:
where
:
and
:
Proof
This proof of the multinomial theorem uses the
binomial theorem and
induction on .
First, for , both sides equal since there is only one term in the sum. For the induction step, suppose the multinomial theorem holds for . Then
:
by the induction hypothesis. Applying the binomial theorem to the last factor,
:
:
which completes the induction. The last step follows because
:
as can easily be seen by writing the three coefficients using factorials as follows:
:
Multinomial coefficients
The numbers
:
appearing in the theorem are the
multinomial coefficients. They can be expressed in numerous ways, including as a product of
binomial coefficients or of
factorial
In mathematics, the factorial of a non-negative denoted is the Product (mathematics), product of all positive integers less than or equal The factorial also equals the product of n with the next smaller factorial:
\begin
n! &= n \times ...
s:
:
Sum of all multinomial coefficients
The substitution of for all into the multinomial theorem
:
gives immediately that
:
Number of multinomial coefficients
The number of terms in a multinomial sum, , is equal to the number of monomials of degree on the variables :
:
The count can be performed easily using the method of
stars and bars.
Valuation of multinomial coefficients
The largest power of a prime that divides a multinomial coefficient may be computed using a generalization of
Kummer's theorem.
Asymptotics
By
Stirling's approximation, or equivalently the
log-gamma function's asymptotic expansion,
so for example,
Interpretations
Ways to put objects into bins
The multinomial coefficients have a direct combinatorial interpretation, as the number of ways of depositing distinct objects into distinct bins, with objects in the first bin, objects in the second bin, and so on.
Number of ways to select according to a distribution
In
statistical mechanics
In physics, statistical mechanics is a mathematical framework that applies statistical methods and probability theory to large assemblies of microscopic entities. Sometimes called statistical physics or statistical thermodynamics, its applicati ...
and
combinatorics
Combinatorics is an area of mathematics primarily concerned with counting, both as a means and as an end to obtaining results, and certain properties of finite structures. It is closely related to many other areas of mathematics and has many ...
, if one has a number distribution of labels, then the multinomial coefficients naturally arise from the binomial coefficients. Given a number distribution on a set of total items, represents the number of items to be given the label . (In statistical mechanics is the label of the energy state.)
The number of arrangements is found by
*Choosing of the total to be labeled 1. This can be done
ways.
*From the remaining items choose to label 2. This can be done
ways.
*From the remaining items choose to label 3. Again, this can be done
ways.
Multiplying the number of choices at each step results in:
:
Cancellation results in the formula given above.
Number of unique permutations of words

The multinomial coefficient
:
is also the number of distinct ways to
permute a
multiset of elements, where is the
multiplicity of each of the th element. For example, the number of distinct permutations of the letters of the word MISSISSIPPI, which has 1 M, 4 Is, 4 Ss, and 2 Ps, is
:
Generalized Pascal's triangle
One can use the multinomial theorem to generalize
Pascal's triangle or
Pascal's pyramid to
Pascal's simplex. This provides a quick way to generate a lookup table for multinomial coefficients.
See also
*
Multinomial distribution
*
Stars and bars (combinatorics)
References
{{Reflist
Combinatorics
Factorial and binomial topics
Articles containing proofs
Theorems about polynomials