Shortcut model

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In mathematics, Hadamard's lemma, named after Jacques Hadamard, is essentially a first-order form of Taylor's theorem, in which we can express a smooth, real-valued function exactly in a convenient manner.

Statement

Let ƒ be a smooth, real-valued function defined on an open, star-convex neighborhood U of a point a in n-dimensional Euclidean space. Then ƒ(x) can be expressed, for all x in U, in the form:

f(x)=f(a)+∑i=1n(xi−ai)gi(x),

where each gi is a smooth function on U, a = (a1,...,an), and x = (x1,...,xn).

Proof

Let x be in U. Let h be the map from [0,1] to the real numbers defined by

h(t)=f(a+t(x−a)).

Then since

h′(t)=∑i=1n∂f∂xi(a+t(x−a))(xi−ai),

we have

h(1)−h(0)=∫01h′(t)dt=∫01∑i=1n∂f∂xi(a+t(x−a))(xi−ai)dt=∑i=1n(xi−ai)∫01∂f∂xi(a+t(x−a))dt.

But additionally, h(1) − h(0) = f(x) − f(a), so if we let

gi(x)=∫01∂f∂xi(a+t(x−a))dt,

we have proven the theorem.

References

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