Approximation of functions, measure of
A quantitative expression for the error of an approximation. When the discussion is about the approximation of a function by a function
, the measure of approximation
is usually defined by the metric in a function space containing both
and
. For example, if
and
are continuous functions on a segment
, the uniform metric of
is commonly used, i.e. one puts
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If continuity of the approximated function is not guaranteed or if the conditions of the problem imply that it is important that and
are close on
in an average sense, the integral metric of a space
may be used, putting
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where is a weight function. The case
is most often used and is most convenient from a practical point of view (cf. Mean-square approximation of a function).
The measure of approximation may take into account only values of and
in discrete points
,
, of
, e.g.
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where are certain positive coefficients.
One defines in an analogous way the measure of approximation of functions in two or more variables.
The measure of approximation of a function by a family
of functions is usually taken to be the best approximation:
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The quantity
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is usually taken as the measure of approximation of a class of functions
by functions
from a certain fixed set
. It characterizes the maximal deviation of functions in
from functions in
that are closest to them.
In general, when approximation in an arbitrary metric space is considered, the measure of approximation
of an element
by an element
(a set
) is the distance
(or
) between
and
(or
) in the metric of
.
References
[1] | V.L. Goncharov, "The theory of interpolation and approximation of functions" , Moscow (1954) (In Russian) |
[2] | S.M. Nikol'skii, "Approximation of functions of several variables and imbedding theorems" , Springer (1975) (Translated from Russian) |
[3] | J.R. Rice, "The approximation of functions" , 1–2 , Addison-Wesley (1964–1968) |
Comments
The measure of approximation is also called the error measure.
References
[a1] | G.G. Lorentz, "Approximation of functions" , Holt, Rinehart & Winston (1966) |
[a2] | A. Pinkus, "![]() |
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