In
mathematics
Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
, Newton's identities, also known as the Girard–Newton formulae, give relations between two types of
symmetric polynomial
In mathematics, a symmetric polynomial is a polynomial in variables, such that if any of the variables are interchanged, one obtains the same polynomial. Formally, is a ''symmetric polynomial'' if for any permutation of the subscripts one has ...
s, namely between
power sums and
elementary symmetric polynomial
In mathematics, specifically in commutative algebra, the elementary symmetric polynomials are one type of basic building block for symmetric polynomials, in the sense that any symmetric polynomial can be expressed as a polynomial in elementary sy ...
s. Evaluated at the
root
In vascular plants, the roots are the organs of a plant that are modified to provide anchorage for the plant and take in water and nutrients into the plant body, which allows plants to grow taller and faster. They are most often below the sur ...
s of a monic
polynomial
In mathematics, a polynomial is an expression consisting of indeterminates (also called variables) and coefficients, that involves only the operations of addition, subtraction, multiplication, and positive-integer powers of variables. An exa ...
''P'' in one variable, they allow expressing the sums of the ''k''-th
power
Power most often refers to:
* Power (physics), meaning "rate of doing work"
** Engine power, the power put out by an engine
** Electric power
* Power (social and political), the ability to influence people or events
** Abusive power
Power may a ...
s of all roots of ''P'' (counted with their multiplicity) in terms of the coefficients of ''P'', without actually finding those roots. These identities were found by
Isaac Newton
Sir Isaac Newton (25 December 1642 – 20 March 1726/27) was an English mathematician, physicist, astronomer, alchemist, theologian, and author (described in his time as a "natural philosopher"), widely recognised as one of the grea ...
around 1666, apparently in ignorance of earlier work (1629) by
Albert Girard
Albert Girard () (11 October 1595 in Saint-Mihiel, France − 8 December 1632 in Leiden, The Netherlands) was a French-born mathematician. He studied at the University of Leiden. He "had early thoughts on the fundamental theorem of algebra" and g ...
. They have applications in many areas of mathematics, including
Galois theory
In mathematics, Galois theory, originally introduced by Évariste Galois, provides a connection between field theory and group theory. This connection, the fundamental theorem of Galois theory, allows reducing certain problems in field theory to ...
,
invariant theory
Invariant theory is a branch of abstract algebra dealing with actions of groups on algebraic varieties, such as vector spaces, from the point of view of their effect on functions. Classically, the theory dealt with the question of explicit descri ...
,
group theory
In abstract algebra, group theory studies the algebraic structures known as group (mathematics), groups.
The concept of a group is central to abstract algebra: other well-known algebraic structures, such as ring (mathematics), rings, field ...
,
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 appl ...
, as well as further applications outside mathematics, including
general relativity
General relativity, also known as the general theory of relativity and Einstein's theory of gravity, is the geometric theory of gravitation published by Albert Einstein in 1915 and is the current description of gravitation in modern physics ...
.
Mathematical statement
Formulation in terms of symmetric polynomials
Let ''x''
1, ..., ''x''
''n'' be variables, denote for ''k'' ≥ 1 by ''p''
''k''(''x''
1, ..., ''x''
''n'') the ''k''-th power sum:
:
and for ''k'' ≥ 0 denote by ''e''
''k''(''x''
1, ..., ''x''
''n'') the
elementary symmetric polynomial
In mathematics, specifically in commutative algebra, the elementary symmetric polynomials are one type of basic building block for symmetric polynomials, in the sense that any symmetric polynomial can be expressed as a polynomial in elementary sy ...
(that is, the sum of all distinct products of ''k'' distinct variables), so
:
Then Newton's identities can be stated as
:
valid for all and .
Also, one has
:
for all .
Concretely, one gets for the first few values of ''k'':
:
The form and validity of these equations do not depend on the number ''n'' of variables (although the point where the left-hand side becomes 0 does, namely after the ''n''-th identity), which makes it possible to state them as identities in the
ring of symmetric functions
In algebra and in particular in algebraic combinatorics, the ring of symmetric functions is a specific limit of the rings of symmetric polynomials in ''n'' indeterminates, as ''n'' goes to infinity. This ring serves as universal structure in which ...
. In that ring one has
:
and so on; here the left-hand sides never become zero.
These equations allow to recursively express the ''e''
''i'' in terms of the ''p''
''k''; to be able to do the inverse, one may rewrite them as
:
In general, we have
:
valid for all ''n'' ≥ 1 and ''n'' ≥''k'' ≥ 1.
Also, one has
:
for all ''k'' > ''n'' ≥ 1.
Application to the roots of a polynomial
The polynomial with roots ''x''
''i'' may be expanded as
:
where the
coefficients
In mathematics, a coefficient is a multiplicative factor in some term of a polynomial, a series, or an expression; it is usually a number, but may be any expression (including variables such as , and ). When the coefficients are themselves ...
are the symmetric polynomials defined above.
Given the ''power sums'' of the roots
:
the coefficients of the polynomial with roots
may be expressed recursively in terms of the power sums as
:
Formulating polynomials in this way is useful in using the method of Delves and Lyness
to find the zeros of an analytic function.
Application to the characteristic polynomial of a matrix
When the polynomial above is the
characteristic polynomial
In linear algebra, the characteristic polynomial of a square matrix is a polynomial which is invariant under matrix similarity and has the eigenvalues as roots. It has the determinant and the trace of the matrix among its coefficients. The chara ...
of a
matrix
Matrix most commonly refers to:
* ''The Matrix'' (franchise), an American media franchise
** ''The Matrix'', a 1999 science-fiction action film
** "The Matrix", a fictional setting, a virtual reality environment, within ''The Matrix'' (franchis ...
''A'' (in particular when ''A'' is the
companion matrix In linear algebra, the Frobenius companion matrix of the monic polynomial
:
p(t)=c_0 + c_1 t + \cdots + c_t^ + t^n ~,
is the square matrix defined as
:C(p)=\begin
0 & 0 & \dots & 0 & -c_0 \\
1 & 0 & \dots & 0 & -c_1 \\
0 & 1 & \dots & 0 & -c_2 ...
of the polynomial), the roots
are the
eigenvalue
In linear algebra, an eigenvector () or characteristic vector of a linear transformation is a nonzero vector that changes at most by a scalar factor when that linear transformation is applied to it. The corresponding eigenvalue, often denoted b ...
s of the matrix, counted with their algebraic multiplicity. For any positive integer ''k'', the matrix ''A''
''k'' has as eigenvalues the powers ''x''
''i''''k'', and each eigenvalue
of ''A'' contributes its multiplicity to that of the eigenvalue ''x''
''i''''k'' of ''A''
''k''. Then the coefficients of the characteristic polynomial of ''A''
''k'' are given by the elementary symmetric polynomials ''in those powers'' ''x''
''i''''k''. In particular, the sum of the ''x''
''i''''k'', which is the ''k''-th power sum p
''k'' of the roots of the characteristic polynomial of ''A'', is given by its
trace
Trace may refer to:
Arts and entertainment Music
* ''Trace'' (Son Volt album), 1995
* ''Trace'' (Died Pretty album), 1993
* Trace (band), a Dutch progressive rock band
* ''The Trace'' (album)
Other uses in arts and entertainment
* ''Trace'' ...
:
:
The Newton identities now relate the traces of the powers ''A''
''k'' to the coefficients of the characteristic polynomial of ''A''. Using them in reverse to express the elementary symmetric polynomials in terms of the power sums, they can be used to find the characteristic polynomial by computing only the powers ''A''
''k'' and their traces.
This computation requires computing the traces of matrix powers ''A''
''k'' and solving a triangular system of equations. Both can be done in complexity class
NC (solving a triangular system can be done by divide-and-conquer). Therefore, characteristic polynomial of a matrix can be computed in NC. By the
Cayley–Hamilton theorem
In linear algebra, the Cayley–Hamilton theorem (named after the mathematicians Arthur Cayley and William Rowan Hamilton) states that every square matrix over a commutative ring (such as the real or complex numbers or the integers) satisfies ...
, every matrix satisfies its characteristic polynomial, and
a simple transformation allows to find the
adjugate matrix
In linear algebra, the adjugate or classical adjoint of a square matrix is the transpose of its cofactor matrix and is denoted by . It is also occasionally known as adjunct matrix, or "adjoint", though the latter today normally refers to a differe ...
in NC.
Rearranging the computations into an efficient form leads to the ''
Faddeev–LeVerrier algorithm
In mathematics (linear algebra), the Faddeev–LeVerrier algorithm is a recursive method to calculate the coefficients of the characteristic polynomial p_A(\lambda)=\det (\lambda I_n - A) of a square matrix, , named after Dmitry Konstantinovich ...
'' (1840), a fast parallel implementation of it is due to L. Csanky (1976). Its disadvantage is that it requires division by integers, so in general the field should have characteristic 0.
Relation with Galois theory
For a given ''n'', the elementary symmetric polynomials ''e''
''k''(''x''
1,...,''x''
''n'') for ''k'' = 1,..., ''n'' form an algebraic basis for the space of symmetric polynomials in ''x''
1,.... ''x''
''n'': every polynomial expression in the ''x''
''i'' that is invariant under all permutations of those variables is given by a
polynomial
In mathematics, a polynomial is an expression consisting of indeterminates (also called variables) and coefficients, that involves only the operations of addition, subtraction, multiplication, and positive-integer powers of variables. An exa ...
expression in those elementary symmetric polynomials, and this expression is unique up to equivalence of polynomial expressions. This is a general fact known as the
fundamental theorem of symmetric polynomials
In mathematics, specifically in commutative algebra, the elementary symmetric polynomials are one type of basic building block for symmetric polynomials, in the sense that any symmetric polynomial can be expressed as a polynomial in elementary sy ...
, and Newton's identities provide explicit formulae in the case of power sum symmetric polynomials. Applied to the monic polynomial
with all coefficients ''a''
''k'' considered as free parameters, this means that every symmetric polynomial expression ''S''(''x''
1,...,''x''
''n'') in its roots can be expressed instead as a polynomial expression ''P''(''a''
1,...,''a''
''n'') in terms of its coefficients only, in other words without requiring knowledge of the roots. This fact also follows from general considerations in
Galois theory
In mathematics, Galois theory, originally introduced by Évariste Galois, provides a connection between field theory and group theory. This connection, the fundamental theorem of Galois theory, allows reducing certain problems in field theory to ...
(one views the ''a''
''k'' as elements of a base field with roots in an extension field whose Galois group permutes them according to the full symmetric group, and the field fixed under all elements of the Galois group is the base field).
The Newton identities also permit expressing the elementary symmetric polynomials in terms of the power sum symmetric polynomials, showing that any symmetric polynomial can also be expressed in the power sums. In fact the first ''n'' power sums also form an algebraic basis for the space of symmetric polynomials.
Related identities
There are a number of (families of) identities that, while they should be distinguished from Newton's identities, are very closely related to them.
A variant using complete homogeneous symmetric polynomials
Denoting by ''h''
''k'' the
complete homogeneous symmetric polynomial
In mathematics, specifically in algebraic combinatorics and commutative algebra, the complete homogeneous symmetric polynomials are a specific kind of symmetric polynomials. Every symmetric polynomial can be expressed as a polynomial expression ...
that is the sum of all
monomial
In mathematics, a monomial is, roughly speaking, a polynomial which has only one term. Two definitions of a monomial may be encountered:
# A monomial, also called power product, is a product of powers of variables with nonnegative integer expone ...
s of degree ''k'', the power sum polynomials also satisfy identities similar to Newton's identities, but not involving any minus signs. Expressed as identities of in the
ring of symmetric functions
In algebra and in particular in algebraic combinatorics, the ring of symmetric functions is a specific limit of the rings of symmetric polynomials in ''n'' indeterminates, as ''n'' goes to infinity. This ring serves as universal structure in which ...
, they read
:
valid for all n ≥ ''k'' ≥ 1. Contrary to Newton's identities, the left-hand sides do not become zero for large ''k'', and the right-hand sides contain ever more non-zero terms. For the first few values of ''k'', one has
:
These relations can be justified by an argument analogous to the one by comparing coefficients in power series given above, based in this case on the generating function identity
:
Proofs of Newton's identities, like these given below, cannot be easily adapted to prove these variants of those identities.
Expressing elementary symmetric polynomials in terms of power sums
As mentioned, Newton's identities can be used to recursively express elementary symmetric polynomials in terms of power sums. Doing so requires the introduction of integer denominators, so it can be done in the ring Λ
Q of symmetric functions with rational coefficients:
:
and so forth. The general formula can be conveniently expressed as
:
where the ''B
n'' is the complete exponential
Bell polynomial
In combinatorial mathematics, the Bell polynomials, named in honor of Eric Temple Bell, are used in the study of set partitions. They are related to Stirling and Bell numbers. They also occur in many applications, such as in the Faà di Bruno' ...
. This expression also leads to the following identity for generating functions:
:
Applied to a monic polynomial, these formulae express the coefficients in terms of the power sums of the roots: replace each ''e''
''i'' by ''a''
''i'' and each ''p''
''k'' by ''s''
''k''.
Expressing complete homogeneous symmetric polynomials in terms of power sums
The analogous relations involving complete homogeneous symmetric polynomials can be similarly developed, giving equations
:
and so forth, in which there are only plus signs. In terms of the complete Bell polynomial,
:
These expressions correspond exactly to the
cycle index
Cycle, cycles, or cyclic may refer to:
Anthropology and social sciences
* Cyclic history, a theory of history
* Cyclical theory, a theory of American political history associated with Arthur Schlesinger, Sr.
* Social cycle, various cycles in s ...
polynomials of the
symmetric group
In abstract algebra, the symmetric group defined over any set is the group whose elements are all the bijections from the set to itself, and whose group operation is the composition of functions. In particular, the finite symmetric group \m ...
s, if one interprets the power sums ''p''
''i'' as indeterminates: the coefficient in the expression for ''h''
''k'' of any monomial ''p''
1''m''1''p''
2''m''2...''p''
''l''''m''''l'' is equal to the fraction of all permutations of ''k'' that have ''m''
1 fixed points, ''m''
2 cycles of length 2, ..., and ''m''
''l'' cycles of length ''l''. Explicitly, this coefficient can be written as
where
; this ''N'' is the number permutations commuting with any given permutation of the given cycle type. The expressions for the elementary symmetric functions have coefficients with the same absolute value, but a sign equal to the sign of , namely (−1)
''m''2+''m''4+....
It can be proved by considering the following inductive step:
:
By analogy with the derivation of the generating function of the
, we can also obtain the generating function of the
, in terms of the power sums, as:
:
This generating function is thus the
plethystic exponential of
.
Expressing power sums in terms of elementary symmetric polynomials
One may also use Newton's identities to express power sums in terms of elementary symmetric polynomials, which does not introduce denominators:
:
The first four formulas were obtained by
Albert Girard
Albert Girard () (11 October 1595 in Saint-Mihiel, France − 8 December 1632 in Leiden, The Netherlands) was a French-born mathematician. He studied at the University of Leiden. He "had early thoughts on the fundamental theorem of algebra" and g ...
in 1629 (thus before Newton).
The general formula (for all positive integers ''m'') is:
:
This can be conveniently stated in terms of
ordinary Bell polynomials as
:
or equivalently as the
generating function
In mathematics, a generating function is a way of encoding an infinite sequence of numbers () by treating them as the coefficients of a formal power series. This series is called the generating function of the sequence. Unlike an ordinary seri ...
:
:
which is analogous to the
Bell polynomial
In combinatorial mathematics, the Bell polynomials, named in honor of Eric Temple Bell, are used in the study of set partitions. They are related to Stirling and Bell numbers. They also occur in many applications, such as in the Faà di Bruno' ...
''exponential'' generating function given in the
previous subsection.
The multiple summation formula above can be proved by considering the following inductive step:
:
Expressing power sums in terms of complete homogeneous symmetric polynomials
Finally one may use the variant identities involving complete homogeneous symmetric polynomials similarly to express power sums in term of them:
:
and so on. Apart from the replacement of each ''e''
''i'' by the corresponding ''h''
''i'', the only change with respect to the previous family of identities is in the signs of the terms, which in this case depend just on the number of factors present: the sign of the monomial
is −(−1)
''m''1+''m''2+''m''3+.... In particular the above description of the absolute value of the coefficients applies here as well.
The general formula (for all non-negative integers ''m'') is:
:
Expressions as determinants
One can obtain explicit formulas for the above expressions in the form of determinants, by considering the first ''n'' of Newton's identities (or it counterparts for the complete homogeneous polynomials) as linear equations in which the elementary symmetric functions are known and the power sums are unknowns (or vice versa), and apply
Cramer's rule to find the solution for the final unknown. For instance taking Newton's identities in the form
:
we consider
and
as unknowns, and solve for the final one, giving
:
Solving for
instead of for
is similar, as the analogous computations for the complete homogeneous symmetric polynomials; in each case the details are slightly messier than the final results, which are (Macdonald 1979, p. 20):
:
Note that the use of determinants makes that the formula for
has additional minus signs compared to the one for
, while the situation for the expanded form given earlier is opposite. As remarked in (Littlewood 1950, p. 84) one can alternatively obtain the formula for
by taking the
permanent
Permanent may refer to:
Art and entertainment
* ''Permanent'' (film), a 2017 American film
* ''Permanent'' (Joy Division album)
* "Permanent" (song), by David Cook
Other uses
* Permanent (mathematics), a concept in linear algebra
* Permanent (cy ...
of the matrix for
instead of the determinant, and more generally an expression for any
Schur polynomial
In mathematics, Schur polynomials, named after Issai Schur, are certain symmetric polynomials in ''n'' variables, indexed by partitions, that generalize the elementary symmetric polynomials and the complete homogeneous symmetric polynomials. In ...
can be obtained by taking the corresponding
immanant
In mathematics, the immanant of a matrix (mathematics), matrix was defined by Dudley E. Littlewood and Archibald Read Richardson as a generalisation of the concepts of determinant and Permanent (mathematics), permanent.
Let \lambda=(\lambda_1,\la ...
of this matrix.
Derivation of the identities
Each of Newton's identities can easily be checked by elementary algebra; however, their validity in general needs a proof. Here are some possible derivations.
From the special case ''n'' = ''k''
One can obtain the ''k''-th Newton identity in ''k'' variables by substitution into
:
as follows. Substituting ''x''
''j'' for ''t'' gives
:
Summing over all ''j'' gives
:
where the terms for ''i'' = 0 were taken out of the sum because ''p''
0 is (usually) not defined. This equation immediately gives the ''k''-th Newton identity in ''k'' variables. Since this is an identity of symmetric polynomials (homogeneous) of degree ''k'', its validity for any number of variables follows from its validity for ''k'' variables. Concretely, the identities in ''n'' < ''k'' variables can be deduced by setting ''k'' − ''n'' variables to zero. The ''k''-th Newton identity in ''n'' > ''k'' variables contains more terms on both sides of the equation than the one in ''k'' variables, but its validity will be assured if the coefficients of any monomial match. Because no individual monomial involves more than ''k'' of the variables, the monomial will survive the substitution of zero for some set of ''n'' − ''k'' (other) variables, after which the equality of coefficients is one that arises in the ''k''-th Newton identity in ''k'' (suitably chosen) variables.
Comparing coefficients in series
Another derivation can be obtained by computations in the ring of
formal power series ''R'', where ''R'' is Z
1,..., ''x''''n''">'x''1,..., ''x''''n'' the
ring of polynomials
In mathematics, especially in the field of algebra, a polynomial ring or polynomial algebra is a ring (which is also a commutative algebra) formed from the set of polynomials in one or more indeterminates (traditionally also called variables ...
in ''n'' variables ''x''
1,..., ''x''
''n'' over the integers.
Starting again from the basic relation
:
and "reversing the polynomials" by substituting 1/''t'' for ''t'' and then multiplying both sides by ''t''
''n'' to remove negative powers of ''t'', gives
:
(the above computation should be performed in the
field of fractions
In abstract algebra, the field of fractions of an integral domain is the smallest field in which it can be embedded. The construction of the field of fractions is modeled on the relationship between the integral domain of integers and the field ...
of ''R''; alternatively, the identity can be obtained simply by evaluating the product on the left side)
Swapping sides and expressing the ''a''
''i'' as the elementary symmetric polynomials they stand for gives the identity
:
One
formally differentiates both sides with respect to ''t'', and then (for convenience) multiplies by ''t'', to obtain
:
where the polynomial on the right hand side was first rewritten as a
rational function
In mathematics, a rational function is any function that can be defined by a rational fraction, which is an algebraic fraction such that both the numerator and the denominator are polynomials. The coefficients of the polynomials need not be rat ...
in order to be able to factor out a product out of the summation, then the fraction in the summand was developed as a series in ''t'', using the formula
:
and finally the coefficient of each ''t''
''j'' was collected, giving a power sum. (The series in ''t'' is a formal power series, but may alternatively be thought of as a series expansion for ''t'' sufficiently close to 0, for those more comfortable with that; in fact one is not interested in the function here, but only in the coefficients of the series.) Comparing coefficients of ''t''
''k'' on both sides one obtains
:
which gives the ''k''-th Newton identity.
As a telescopic sum of symmetric function identities
The following derivation, given essentially in (Mead, 1992), is formulated in the
ring of symmetric functions
In algebra and in particular in algebraic combinatorics, the ring of symmetric functions is a specific limit of the rings of symmetric polynomials in ''n'' indeterminates, as ''n'' goes to infinity. This ring serves as universal structure in which ...
for clarity (all identities are independent of the number of variables). Fix some ''k'' > 0, and define the symmetric function ''r''(''i'') for 2 ≤ ''i'' ≤ ''k'' as the sum of all distinct
monomial
In mathematics, a monomial is, roughly speaking, a polynomial which has only one term. Two definitions of a monomial may be encountered:
# A monomial, also called power product, is a product of powers of variables with nonnegative integer expone ...
s of degree ''k'' obtained by multiplying one variable raised to the power ''i'' with ''k'' − ''i'' distinct other variables (this is the
monomial symmetric function ''m''
γ where γ is a hook shape (''i'',1,1,...,1)). In particular ''r''(''k'') = ''p''
''k''; for ''r''(1) the description would amount to that of ''e''
''k'', but this case was excluded since here monomials no longer have any distinguished variable. All products ''p''
''i''''e''
''k''−''i'' can be expressed in terms of the ''r''(''j'') with the first and last case being somewhat special. One has
: