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单词 LipschitzConditionAndDifferentiability
释义

Lipschitz condition and differentiability


If X and Y are Banach spacesMathworldPlanetmath, e.g. n, one can inquire about the relationMathworldPlanetmathbetween differentiability and the Lipschitz conditionMathworldPlanetmath. If f is Lipschitz, the ratio

f(q)-f(p)q-p,p,qX

is boundedPlanetmathPlanetmathPlanetmathPlanetmath but is not assumed to convergePlanetmathPlanetmath to a limit.

Proposition 1

Let f:XY be a continuously differentiable mapping (http://planetmath.org/DifferentiableMapping) betweenBanach spaces. If KX is a compactsubset, then the restrictionPlanetmathPlanetmathPlanetmath f:KY satisfies the Lipschitzcondition.

Proof.Let lin(X,Y) denote the Banach space of bounded linear maps fromX to Y. Recall that the norm T of a linear mappingTlin(X,Y) is defined by

T=sup{Tuu:u0}.

Let Df:Xlin(X,Y) denote the derivativePlanetmathPlanetmath of f. By definitionDf is continuousMathworldPlanetmathPlanetmath, which really means thatDf:Xis a continuous function. SinceKX is compact, there exists a finite upper bound B1>0 forDf restricted to K. In particular, this means that

Df(p)uDf(p)uB1u,

for all pK,uX.

Next, consider the secant mapping s:X×X defined by

s(p,q)={f(q)-f(p)-Df(p)(q-p)q-pqp0p=q

This mapping is continuous, because f is assumed to be continuouslydifferentiable. Hence, there is a finiteupper bound B2>0 for s restricted to the compact set K×K. Itfollows that for all p,qK we have

f(q)-f(p)f(q)-f(p)-Df(p)(q-p)+Df(p)(q-p)
B2q-p+B1q-p
=(B1+B2)q-p

Therefore B1+B2 is the desired Lipschitz constant. QED

Neither condition is stronger. For example, the function f:given by f(x)=x2 is differentiableMathworldPlanetmath but not Lipschitz.

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更新时间:2025/5/4 18:34:04