Peano kernel
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In
numerical analysis Numerical analysis is the study of algorithms that use numerical approximation (as opposed to symbolic computation, symbolic manipulations) for the problems of mathematical analysis (as distinguished from discrete mathematics). It is the study of ...
, the Peano kernel theorem is a general result on error bounds for a wide class of numerical approximations (such as numerical quadratures), defined in terms of
linear functionals In mathematics, a linear form (also known as a linear functional, a one-form, or a covector) is a linear map from a vector space to its field of scalars (often, the real numbers or the complex numbers). If is a vector space over a field , the ...
. It is attributed to
Giuseppe Peano Giuseppe Peano (; ; 27 August 1858 – 20 April 1932) was an Italian mathematician and glottologist. The author of over 200 books and papers, he was a founder of mathematical logic and set theory, to which he contributed much notation. The stand ...
.


Statement

Let \mathcal ,b/math> be the space of all functions f that are
differentiable In mathematics, a differentiable function of one real variable is a function whose derivative exists at each point in its domain. In other words, the graph of a differentiable function has a non-vertical tangent line at each interior point in its ...
on (a,b) that are of
bounded variation In mathematical analysis, a function of bounded variation, also known as ' function, is a real-valued function whose total variation is bounded (finite): the graph of a function having this property is well behaved in a precise sense. For a conti ...
on ,b/math>, and let L be a
linear functional In mathematics, a linear form (also known as a linear functional, a one-form, or a covector) is a linear map from a vector space to its field of scalars (often, the real numbers or the complex numbers). If is a vector space over a field , the s ...
on \mathcal ,b/math>. Assume that that L ''annihilates'' all polynomials of degree \leq \nu, i.e.Lp=0,\qquad \forall p\in\mathbb_\nu Suppose further that for any
bivariate function In mathematics, a function from a set to a set assigns to each element of exactly one element of .; the words map, mapping, transformation, correspondence, and operator are often used synonymously. The set is called the domain of the functi ...
g(x,\theta) with g(x,\cdot),\,g(\cdot,\theta)\in C^ ,b/math>, the following is valid:L\int_a^bg(x,\theta)\,d\theta=\int_a^bLg(x,\theta)\,d\theta,and define the Peano kernel of L ask(\theta)=L x-\theta)^\nu_+\qquad\theta\in ,busing the notation(x-\theta)^\nu_+ = \begin (x-\theta)^\nu, & x\geq\theta, \\ 0, & x\leq\theta. \endThe ''Peano kernel theorem'' states that, if k\in\mathcal ,b/math>, then for every function f that is \nu+1 times
continuously differentiable In mathematics, a differentiable function of one real variable is a function whose derivative exists at each point in its domain. In other words, the graph of a differentiable function has a non-vertical tangent line at each interior point in its ...
, we have Lf=\frac\int_a^bk(\theta)f^(\theta)\,d\theta.


Bounds

Several bounds on the value of Lf follow from this result:\begin , Lf, &\leq\frac\, k\, _1\, f^\, _\infty\\ pt, Lf, &\leq\frac\, k\, _\infty\, f^\, _1\\ pt, Lf, &\leq\frac\, k\, _2\, f^\, _2 \end where \, \cdot\, _1, \, \cdot\, _2 and \, \cdot\, _\inftyare the
taxicab A taxi, also known as a taxicab or simply a cab, is a type of vehicle for hire with a driver, used by a single passenger or small group of passengers, often for a non-shared ride. A taxicab conveys passengers between locations of their choice ...
, Euclidean and
maximum In mathematical analysis, the maxima and minima (the respective plurals of maximum and minimum) of a function, known collectively as extrema (the plural of extremum), are the largest and smallest value of the function, either within a given ran ...
norms respectively.


Application

In practice, the main application of the Peano kernel theorem is to bound the error of an approximation that is exact for all f\in\mathbb_\nu. The theorem above follows from the
Taylor polynomial In mathematics, the Taylor series or Taylor expansion of a function is an infinite sum of terms that are expressed in terms of the function's derivatives at a single point. For most common functions, the function and the sum of its Taylor serie ...
for f with integral remainder: : \begin f(x)=f(a) + & (x-a)f'(a) + \fracf''(a)+\cdots \\ pt& \cdots+\fracf^\nu(a)+ \frac\int_a^x(x-\theta)^\nu f^(\theta)\,d\theta, \end defining L(f) as the error of the approximation, using the
linearity Linearity is the property of a mathematical relationship (''function'') that can be graphically represented as a straight line. Linearity is closely related to '' proportionality''. Examples in physics include rectilinear motion, the linear r ...
of L together with exactness for f\in\mathbb_\nu to annihilate all but the final term on the right-hand side, and using the (\cdot)_+ notation to remove the x-dependence from the integral limits.


See also

*
Divided differences In mathematics, divided differences is an algorithm, historically used for computing tables of logarithms and trigonometric functions. Charles Babbage's difference engine, an early mechanical calculator, was designed to use this algorithm in it ...


References

{{reflist Numerical analysis