In
mathematics, the multinomial theorem describes how to expand a
power of a
sum
Sum most commonly means the total of two or more numbers added together; see addition.
Sum can also refer to:
Mathematics
* Sum (category theory), the generic concept of summation in mathematics
* Sum, the result of summation, the additio ...
in terms of powers of the terms in that sum. It is the
generalization
A generalization is a form of abstraction whereby common properties of specific instances are formulated as general concepts or claims. Generalizations posit the existence of a domain or set of elements, as well as one or more common character ...
of the
binomial theorem
In elementary algebra, the binomial theorem (or binomial expansion) describes the algebraic expansion of powers of a binomial. According to the theorem, it is possible to expand the polynomial into a sum involving terms of the form , where the ...
from
binomials to
multinomials.
Theorem
For any positive integer and any non-negative integer , the multinomial formula describes how a sum with terms expands when raised to an arbitrary power :
:
where
:
is a multinomial coefficient. The sum is taken over all combinations of
nonnegative integer
An integer is the number zero (), a positive natural number (, , , etc.) or a negative integer with a minus sign ( −1, −2, −3, etc.). The negative numbers are the additive inverses of the corresponding positive numbers. In the language ...
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 . Also, as with the
binomial theorem
In elementary algebra, the binomial theorem (or binomial expansion) describes the algebraic expansion of powers of a binomial. According to the theorem, it is possible to expand the polynomial into a sum involving terms of the form , where the ...
, quantities of the form that appear are taken to equal 1 (
even when equals zero).
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, 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:
:
has the coefficient
:
has the coefficient
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
In elementary algebra, the binomial theorem (or binomial expansion) describes the algebraic expansion of powers of a binomial. According to the theorem, it is possible to expand the polynomial into a sum involving terms of the form , where the ...
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 coefficient
In mathematics, the binomial coefficients are the positive integers that occur as coefficients in the binomial theorem. Commonly, a binomial coefficient is indexed by a pair of integers and is written \tbinom. It is the coefficient of the t ...
s or of
factorial
In mathematics, the factorial of a non-negative denoted is the 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 (n-1) \times (n-2) ...
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.
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 and
combinatorics
Combinatorics is an area of mathematics primarily concerned with counting, both as a means and an end in obtaining results, and certain properties of finite structures. It is closely related to many other areas of mathematics and has many a ...
, 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
In mathematics, a permutation of a set is, loosely speaking, an arrangement of its members into a sequence or linear order, or if the set is already ordered, a rearrangement of its elements. The word "permutation" also refers to the act or proc ...
a
multiset
In mathematics, a multiset (or bag, or mset) is a modification of the concept of a set that, unlike a set, allows for multiple instances for each of its elements. The number of instances given for each element is called the multiplicity of that ...
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
In mathematics, Pascal's triangle is a triangular array of the binomial coefficients that arises in probability theory, combinatorics, and algebra. In much of the Western world, it is named after the French mathematician Blaise Pascal, althoug ...
or
Pascal's pyramid
In mathematics, Pascal's pyramid is a three-dimensional arrangement of the trinomial numbers, which are the coefficients of the trinomial expansion and the trinomial distribution. Pascal's pyramid is the three-dimensional analog of the two-dim ...
to
Pascal's simplex
In mathematics, Pascal's simplex is a generalisation of Pascal's triangle into arbitrary number of dimensions, based on the multinomial theorem.
Generic Pascal's ''m''-simplex
Let ''m'' (''m'' > 0) be a number of terms of a polynomial and ' ...
. This provides a quick way to generate a lookup table for multinomial coefficients.
See also
*
Multinomial distribution
In probability theory, the multinomial distribution is a generalization of the binomial distribution. For example, it models the probability of counts for each side of a ''k''-sided dice rolled ''n'' times. For ''n'' independent trials each of w ...
*
Stars and bars (combinatorics)
In the context of combinatorial mathematics, stars and bars (also called "sticks and stones", "balls and bars", and "dots and dividers") is a graphical aid for deriving certain combinatorial theorems. It was popularized by William Feller in his ...
References
{{Reflist
Factorial and binomial topics
Articles containing proofs
Theorems about polynomials