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单词 SpanningSetsOfDualSpace
释义

spanning sets of dual space


Theorem.

Let X be a vector spaceMathworldPlanetmath and ϕ1,,ϕnX* befunctionalsPlanetmathPlanetmathPlanetmath belonging to the dual spacePlanetmathPlanetmath.A linear functionalPlanetmathPlanetmath fX* belongs to the linear span ofϕ1,,ϕn if and only ifkerfi=1nkerϕi.

ker refers to the kernel.Note that the domain X need not be finite-dimensional.

Proof.

The “only if” part is easy: if f=i=1nλiϕifor some scalars λi, and xXis such that ϕi(x)=0 for all i, then clearly f(x)=0 too.

The “if” part will be proved by inductionMathworldPlanetmath on n.

Suppose kerfkerϕ1.If f=0, then the result is trivial.Otherwise, there exists yX such that f(y)0.By hypothesisMathworldPlanetmathPlanetmath, we also have ϕ1(y)0.Every zX can be decomposed into z=x+tywhere xkerϕ1kerf, and t is a scalar.Indeed, just set t=ϕ1(z)/ϕ1(y), and x=z-ty.Then we propose that

f(z)=f(y)ϕ1(y)ϕ1(z), for all zX.

To check this equation, simply evaluate both sides using the decompositionz=x+ty.

Now suppose we have kerfi=1nkerϕifor n>1.Restrict each of the functionalsto the subspacePlanetmathPlanetmath W=kerϕn, so thatkerf|Wi=1n-1kerϕi|W.By the induction hypothesis, there exist scalars λ1,,λn-1such that f|W=i=1n-1λiϕi|W.Then ker(f-i=1n-1λiϕi)W=kerϕn, and the argument for the case n=1can be applied anew, to obtain the final λn.∎

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更新时间:2025/5/4 21:23:46