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{{two other uses|the resultant of polynomials|the result of adding two or more [[Vector (geometric)|vectors]]|Parallelogram rule|the musical phenomenon|Resultant tone}}
 
In [[mathematics]], the '''resultant''' of two [[polynomial]]s is a [[polynomial expression]] of their coefficients, which is equal to zero if and only if the polynomials have a common [[root of a function|root]] (possibly in a [[field extension]]), or, equivalently, a common factor (over their field of coefficients). In some older texts, the resultant is also called '''eliminant'''.{{sfn|Salmon|1885|loc=lesson VIII, p. 66}}
 
The '''resultant''' is widely used in [[number theory]], either directly or through the [[discriminant]], which is essentially the resultant of a polynomial and its derivative. The '''resultant''' of two polynomials with [[rational number|rational]] or polynomial coefficients may be computed efficiently on a computer. It is a basic tool of [[computer algebra]], and is a built-in function of most [[computer algebra system]]s. It is used, among others, for [[cylindrical algebraic decomposition]], [[Symbolic integration|integration]] of [[rational function]]s and drawing of [[curve]]s defined by a [[Polynomial#Number of variables|bivariate]] [[polynomial equation]].
 
The '''resultant''' of ''n'' [[homogeneous polynomial]]s in ''n'' variables or '''multivariate resultant''', sometimes called '''Macaulay's resultant''', is a generalization of the usual resultant introduced by [[Francis Sowerby Macaulay|Macaulay]]. It is, with [[Gröbner basis|Gröbner bases]], one of the main tools of effective [[elimination theory]] (elimination theory on computers).
 
== Definition ==
 
For [[univariate]] [[monic polynomial]]s <var>P</var> and <var>Q</var> over a [[Field (mathematics)|field]] <var>k</var>, the resultant res(<var>P</var>,<var>Q</var>) is a [[polynomial function]] of their coefficients. It is defined as the [[Product (mathematics)|product]]
 
:<math>\prod_{(x,y):\,P(x)=Q(y)=0} (x-y)</math>
 
of the differences of their roots in an [[algebraic closure]] of <var>k</var>; in the case of multiple roots, the factors are repeated according to their multiplicities. It results that the number of factors is always the product of the degrees of ''P'' and ''Q''.
For non-monic polynomials with [[leading coefficient]]s <var>p</var> and <var>q</var>, respectively, the above product is multiplied by <var>p</var><sup>deg<var>Q</var></sup><var>q</var><sup>deg<var>P</var></sup>.
 
See the section on computation below, for a proof that res(<var>P</var>,<var>Q</var>) is a polynomial function of their coefficients.
 
== Properties ==
 
* The resultant is zero if and only if the two polynomials have a common root in an [[algebraically closed field]] containing the coefficients.
* Since the resultant is a [[polynomial]] with integer coefficients in terms of the coefficients of <var>P</var> and <var>Q</var>, it follows that
** The resultant is well defined for polynomials over any [[commutative ring]].
** If <var>h</var> is a [[homomorphism]] of the ring of the coefficients into another commutative ring, which preserve the degrees of <var>P</var> and <var>Q</var>, then the resultant of the image by <var>h</var> of <var>P</var> and <var>Q</var> is the image by <var>h</var> of the resultant of <var>P</var> and <var>Q</var>.
* If <var>P</var> and <var>Q</var> are two polynomials ''over a commutative ring <var>R</var>'', then there exist two polynomials <var>A</var> and <var>B</var> in the variable <var>X</var> over <var>R</var> such that <var>AP</var> + <var>BQ</var> = res(<var>P</var>, <var>Q</var>) (with the right hand side being interpreted as a constant polynomial). This result is a kind of substitute for [[Bézout's identity]] for polynomials over arbitrary commutative rings, where the usual version of Bézout's identity doesn't generally hold.
* The resultant of two polynomials with coefficients in an [[integral domain]] is null if and only if they have a [[Greatest common divisor of two polynomials|common divisor]] of positive degree.
* res(<var>P</var>,<var>Q</var>) = (-1)<sup>deg<var>P</var>deg<var>Q</var></sup>res(<var>Q</var>,<var>P</var>)
* res(<var>PR</var>,Q)=res(<var>P</var>,<var>Q</var>)res(<var>R</var>,<var>Q</var>)
* If <math> P'=P+RQ</math> and <math> \deg P'=\deg P</math>, then <math>\mathrm{res}(P',Q)=\mathrm{res}(P,Q)</math>.
* If <var>X</var>, <var>Y</var>, <var>P</var>, <var>Q</var> have the same degree and <var>X</var>=<var>a</var><sub>00</sub><var>P</var>+<var>a</var><sub>01</sub><var>Q</var>, <var>Y</var>=<var>a</var><sub>10</sub><var>P</var>+<var>a</var><sub>11</sub><var>Q</var>,
:then <math>\mathrm{res}(X,Y) = \det{\begin{pmatrix} a_{00} & a_{01} \\ a_{10} & a_{11} \end{pmatrix}}^{\deg P} \cdot \mathrm{res}(P,Q)</math>
* <math> \mathrm{res}(P(-z),Q(z))=\mathrm{res}(Q(-z),P(z))</math>
 
==Computation==
 
Since the resultant depends polynomially (with integer coefficients) on the roots of <var>P</var> and <var>Q</var>, and it is invariant with respect to permutations of each set of roots, it must be possible to calculate it using an (integer) polynomial formula on the coefficients of <var>P</var> and <var>Q</var>. See [[elementary symmetric polynomial]] for details.
 
More concretely, the resultant is the [[determinant]] of the [[Sylvester matrix]] (and of the [[Bézout matrix]]) associated to <var>P</var> and <var>Q</var>. This is the standard definition of the resultant over a commutative ring.
 
The above definition of the resultant can be rewritten as
::<math>p^{\deg(Q)}\prod_{P(x)=0} Q(x),</math>
so it can be expressed polynomially in terms of the coefficients of <var>Q</var> for each fixed <var>P</var>. By the symmetry of the defining formula, the resultant is also a polynomial in the coefficients of <var>P</var> for each fixed <var>Q</var>. It follows that the resultant is a polynomial in the coefficients of <var>P</var> and <var>Q</var> jointly.
 
This expression remains unchanged if <var>Q</var> is replaced by the remainder <var>P</var> mod <var>Q</var> of the [[Polynomial greatest common divisor#Euclidean division|Euclidean division]] of <var>Q</var> by <var>P</var>.
If we set <var>P'</var> = <var>P</var> mod <var>Q</var>, then this idea can be continued by swapping the roles of <var>P'</var> and <var>Q</var>. However, <var>P'</var> has a set of roots different from that of <var>P</var>. This can be resolved by writing res(<var>P'</var>,<var>Q</var>) as a determinant again, where <var>P'</var> has leading zero coefficients. This determinant can now be simplified by iterative expansion with respect to the column, where only the leading coefficient <var>q</var> of <var>Q</var> appears: res(<var>P</var>,<var>Q</var>)=<var>q</var><sup>deg<var>P</var>-deg<var>P'</var></sup> res(<var>P'</var>,<var>Q</var>). Continuing this procedure ends up in a variant of the [[Polynomial greatest common divisor#Euclid's algorithm|Euclid's algorithm]].
 
This procedure needs a number of arithmetic operations on the coefficients that is of the order of product of the degrees. However, when the coefficients are integers, rational numbers or polynomials, these arithmetic operations imply a number of GCD computations of coefficients which is of the same order and make the algorithm inefficient.
 
The [[Polynomial greatest common divisor#Subresultant pseudo-remainder sequence|subresultant pseudo-remainder sequence]]s have been introduced to solve this problem and avoid any fraction and any GCD computation of coefficients. A more efficient algorithm is obtained by using the good behavior of the resultant under a ring homomorphism of the coefficients: to compute a resultant of two polynomials with integer coefficients, one computes their resultants modulo sufficiently many [[prime number]]s, and then reconstruct the result with [[Chinese remainder theorem]].
 
==Applications==
 
* If ''x'' and ''y'' are [[algebraic numbers]] such that <math>P(x)=Q(y)=0</math> (with degree of ''Q''&nbsp;=&nbsp;''n''), we see that <math>z=x+y</math> is a root of the resultant (in ''x'') of <math>P(x)</math> and <math>Q(z-x)</math> and that <math>t=xy</math> is a root of the resultant of <math>P(x)</math> and <math>x^nQ(t/x)</math> ; combined with the fact that <math>1/y</math> is a root of  <math>y^nQ(1/y)</math>, this shows that the set of algebraic numbers is a field.
 
* The [[discriminant]] of a polynomial is the quotient by its leading coefficient of the resultant of the polynomial and its derivative.
 
* Resultants can be used in [[algebraic geometry]] to determine intersections.  For example, let
::<math>f(x,y)=0</math>
:and
::<math>g(x,y)=0</math>
:define [[algebraic curve]]s in <math>\mathbb{A}^2_k</math>.  If <math>f</math> and <math>g</math> are viewed as polynomials in <math>x</math> with coefficients in <math>k[y]</math>, then the resultant of <math>f</math> and <math>g</math> is a polynomial in <math>y</math> whose roots are the <math>y</math>-coordinates of the intersection of the curves and of the common asymptotes parallel to the <math>x</math> axis.
 
* In [[computer algebra]], the resultant is a tool that can be used to analyze modular images of the [[greatest common divisor]] of integer polynomials where the coefficients are taken modulo some prime number <math>p</math>.  The resultant of two polynomials is frequently computed in the [[Daniel Lazard|Lazard]]–Rioboo–[[Barry Trager|Trager]] method of finding the [[integral]] of a ratio of polynomials.
 
* In [[Wavelet|wavelet theory]], the resultant is closely related to the determinant of the [[transfer matrix]] of a [[refinable function]].
 
== Generalizations and related concepts ==
 
The resultant is sometimes defined for two homogeneous polynomials in two variables, in which case it vanishes when the polynomials have a common non-zero solution, or equivalently when they have a common zero on the projective line. More generally, the '''multivariate resultant''' or '''[[Francis Sowerby Macaulay|Macaulay's]] resultant''' of ''n'' homogeneous polynomials in ''n'' variables is a polynomial in their coefficients that vanishes when they have a common non-zero solution, or equivalently when the ''n'' hypersurfaces corresponding to them have a common zero in ''n''–1 dimensional projective space. The multivariate resultant is, with [[Gröbner basis|Gröbner bases]], one of the main tools of effective [[elimination theory]] (elimination theory on computers).
 
== See also ==
*[[Elimination theory]]
*[[Subresultant]]
 
== Notes ==
 
{{Reflist}}
 
==References==
 
*{{Citation | last1=Gelfand | first1=I. M. | last2=Kapranov | first2=M.M. | last3=Zelevinsky | first3=A.V. | title=Discriminants, resultants, and multidimensional determinants | publisher=Boston: Birkhäuser | isbn=978-0-8176-3660-9 | year=1994}}
*{{citation|first=F. S.|last= MacAulay|title=Some Formulæ in Elimination|journal=Proc. London Math. Soc. |year=1902|volume=35|pages= 3–27|doi=10.1112/plms/s1-35.1.3 }}
*{{Citation | last1=Salmon | first1=George | title=Lessons introductory to the modern higher algebra | origyear=1859 | url=http://archive.org/details/salmonalgebra00salmrich | publisher=Dublin, Hodges, Figgis, and Co. | edition=4th | isbn=978-0-8284-0150-0 | year=1885}}
 
==External links==
* {{MathWorld |urlname=Resultant |title=Resultant}}
 
[[Category:Polynomials]]
[[Category:Determinants]]
[[Category:Computer algebra]]

Revision as of 02:11, 21 January 2014

Template:Two other uses

In mathematics, the resultant of two polynomials is a polynomial expression of their coefficients, which is equal to zero if and only if the polynomials have a common root (possibly in a field extension), or, equivalently, a common factor (over their field of coefficients). In some older texts, the resultant is also called eliminant.Template:Sfn

The resultant is widely used in number theory, either directly or through the discriminant, which is essentially the resultant of a polynomial and its derivative. The resultant of two polynomials with rational or polynomial coefficients may be computed efficiently on a computer. It is a basic tool of computer algebra, and is a built-in function of most computer algebra systems. It is used, among others, for cylindrical algebraic decomposition, integration of rational functions and drawing of curves defined by a bivariate polynomial equation.

The resultant of n homogeneous polynomials in n variables or multivariate resultant, sometimes called Macaulay's resultant, is a generalization of the usual resultant introduced by Macaulay. It is, with Gröbner bases, one of the main tools of effective elimination theory (elimination theory on computers).

Definition

For univariate monic polynomials P and Q over a field k, the resultant res(P,Q) is a polynomial function of their coefficients. It is defined as the product

of the differences of their roots in an algebraic closure of k; in the case of multiple roots, the factors are repeated according to their multiplicities. It results that the number of factors is always the product of the degrees of P and Q. For non-monic polynomials with leading coefficients p and q, respectively, the above product is multiplied by pdegQqdegP.

See the section on computation below, for a proof that res(P,Q) is a polynomial function of their coefficients.

Properties

then

Computation

Since the resultant depends polynomially (with integer coefficients) on the roots of P and Q, and it is invariant with respect to permutations of each set of roots, it must be possible to calculate it using an (integer) polynomial formula on the coefficients of P and Q. See elementary symmetric polynomial for details.

More concretely, the resultant is the determinant of the Sylvester matrix (and of the Bézout matrix) associated to P and Q. This is the standard definition of the resultant over a commutative ring.

The above definition of the resultant can be rewritten as

so it can be expressed polynomially in terms of the coefficients of Q for each fixed P. By the symmetry of the defining formula, the resultant is also a polynomial in the coefficients of P for each fixed Q. It follows that the resultant is a polynomial in the coefficients of P and Q jointly.

This expression remains unchanged if Q is replaced by the remainder P mod Q of the Euclidean division of Q by P. If we set P' = P mod Q, then this idea can be continued by swapping the roles of P' and Q. However, P' has a set of roots different from that of P. This can be resolved by writing res(P',Q) as a determinant again, where P' has leading zero coefficients. This determinant can now be simplified by iterative expansion with respect to the column, where only the leading coefficient q of Q appears: res(P,Q)=qdegP-degP' res(P',Q). Continuing this procedure ends up in a variant of the Euclid's algorithm.

This procedure needs a number of arithmetic operations on the coefficients that is of the order of product of the degrees. However, when the coefficients are integers, rational numbers or polynomials, these arithmetic operations imply a number of GCD computations of coefficients which is of the same order and make the algorithm inefficient.

The subresultant pseudo-remainder sequences have been introduced to solve this problem and avoid any fraction and any GCD computation of coefficients. A more efficient algorithm is obtained by using the good behavior of the resultant under a ring homomorphism of the coefficients: to compute a resultant of two polynomials with integer coefficients, one computes their resultants modulo sufficiently many prime numbers, and then reconstruct the result with Chinese remainder theorem.

Applications

  • The discriminant of a polynomial is the quotient by its leading coefficient of the resultant of the polynomial and its derivative.
and
define algebraic curves in . If and are viewed as polynomials in with coefficients in , then the resultant of and is a polynomial in whose roots are the -coordinates of the intersection of the curves and of the common asymptotes parallel to the axis.

Generalizations and related concepts

The resultant is sometimes defined for two homogeneous polynomials in two variables, in which case it vanishes when the polynomials have a common non-zero solution, or equivalently when they have a common zero on the projective line. More generally, the multivariate resultant or Macaulay's resultant of n homogeneous polynomials in n variables is a polynomial in their coefficients that vanishes when they have a common non-zero solution, or equivalently when the n hypersurfaces corresponding to them have a common zero in n–1 dimensional projective space. The multivariate resultant is, with Gröbner bases, one of the main tools of effective elimination theory (elimination theory on computers).

See also

Notes

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References

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  • Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

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  • Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010

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