Taylor’s formula in Banach spaces
Let U be an open subset of a real Banach space X.
If f:U→ℝ is differentiable
n+1 times on U,
it may be expanded by Taylor’s formula:
f(x)=f(a)+Df(a)⋅h+12!D2f(a)⋅h2+⋯+1n!Dnf(a)⋅hn+Rn(x), | (1) |
with the following expressions for the remainder term Rn(x):
Rn(x) | =1n!Dn+1f(η)⋅(x-η)nh | Cauchy form of remainder | ||
Rn(x) | =1(n+1)!Dn+1f(ξ)⋅hn+1 | Lagrange form of remainder | ||
Rn(x) | =1n!∫10Dn+1f(a+th)⋅((1-t)h)nh𝑑t | integral form of remainder |
Here a and x must be points of U such that the line segment between a and x lie inside U, h is x-a, and the points ξ and η lie on the same line segment, strictly between a and x.
The kth Fréchet derivative of f at a is being denoted by Dkf(a), to be viewed as a multilinear map Xk→ℝ. The ⋅hk notation means to evaluate a multilinear map at (h,…,h).
1 Remainders for vector-valued functions
If Y is a Banach space, we may also consider
Taylor expansions for f:U→Y.
Formula (4) takes the same form,
but the Cauchy and Lagrange forms of the remainder
will not be exact;
they will only be bounds on Rn(x).
That is, for f:U→Y,
∥Rn(x)∥ | ≤1n!∥Dn+1f(η)⋅(x-η)nh∥ | Cauchy form of remainder | ||
∥Rn(x)∥ | ≤1(n+1)!∥Dn+1f(ξ)⋅hn+1∥ | Lagrange form of remainder |
It is not hard to find counterexamples if we attempt to remove the norm signs or change
the inequality
to equality in the above formulas.
However, the integral form of the remainder continues to hold for Y≠ℝ, although strictly speaking it only applies if the integrand is integrable. The integral form is also applicable when X and Y are complex Banach spaces.
Mean Value Theorem
The Mean Value Theorem can be obtained as the special case n=0 with the Lagrange form of the remainder: for f:U→Y differentiable,
∥f(x)-f(a)∥≤∥Df(ξ)⋅(x-a)∥ | (2) |
If Y=ℝ, then the norm signs may be removed from (2), and the inequality replaced by equality.
Formula (2) also holds under the much weaker hypothesis that f only has a directional derivative along the line segment from a to x.
Weaker bounds for the remainder
If f:U→Y is only differentiable n times at a, then we cannot quantify the remainder by the n+1th derivative, but it is still true that
Rn(x)=o(∥x-a∥n) as x→a. | (3) |
Finite-dimensional case
If X=ℝm and Y=ℝ, Dk has the following expression in terms of coordinates:
Dkf(a)⋅(ξ1,…,ξk)=∑i1,…,ik∂kf∂xi1⋯∂xikξi11⋯ξikk, |
where each ij runs from 1,…,m in the sum.
If we collect the equal mixed partials
(assuming that they are continuous)
then
1k!Dkf(a)⋅hk=∑|J|=k1J!∂|J|f∂xJhJ, |
where J is a multi-index of m components, and each component Ji indicates
how many times the derivative with respect to the ith coordinate should be taken,
and the exponent that the ith coordinate of h should be raised to
in the monomial hJ.
The multi-index J runs through all combinations
such that J1+⋯+Jm=|J|=k in the sum.
The notation J! means J1!⋯Jm!.
All this is more easily assimilated if we remember that
Dkf(a)⋅hk is supposed to be a polynomial of degree k.
Also |J|!/J! is just the multinomial coefficient.
Taylor series
If lim, then we may write
(4) |
as a convergent infinite series. Elegant as such an expansion is, it is not seen very often, for the reason that higher order Fréchet derivatives, especially in infinite-dimensional spaces, are often difficult to calculate.
But a notable exception occurs if a function is defined by a convergent “power series”
(5) |
where is a family of continuous symmetric multilinear functions . In this case, the series (5) is the Taylor series for at .
References
-
1
Arthur Wouk. A course of applied functional analysis
. Wiley-Interscience, 1979.
- 2 Eberhard Zeidler. Applied functional analysis: main principles and their applications. Springer-Verlag, 1995.
- 3 Michael Spivak. Calculus, third edition. Publish or Perish, 1994.
Title | Taylor’s formula in Banach spaces |
---|---|
Canonical name | TaylorsFormulaInBanachSpaces |
Date of creation | 2013-03-22 15:28:27 |
Last modified on | 2013-03-22 15:28:27 |
Owner | stevecheng (10074) |
Last modified by | stevecheng (10074) |
Numerical id | 10 |
Author | stevecheng (10074) |
Entry type | Result |
Classification | msc 46T20 |
Classification | msc 26B12 |
Classification | msc 41A58 |