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Applying operations to functions in terms of values for each input "point"

In mathematics, the qualifier pointwise is used to indicate that a certain property is defined by considering each value πŸ‘ {\displaystyle f(x)}
of some function πŸ‘ {\displaystyle f.}
An important class of pointwise concepts are the pointwise operations, that is, operations defined on functions by applying the operations to function values separately for each point in the domain of definition. Important relations can also be defined pointwise.

Pointwise operations

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πŸ‘ Image
Pointwise sum (upper plot, violet) and product (green) of the functions sin (lower plot, blue) and ln (red). The highlighted vertical slice shows the computation at the point x=2Ο€.

Formal definition

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A binary operation o: Y × Y → Y on a set Y can be lifted pointwise to an operation O: (X→Y) × (X→Y) → (X→Y) on the set X → Y of all functions from X to Y as follows: Given two functions f1: X → Y and f2: X → Y, define the function O(f1, f2): X → Y by

(O(f1, f2))(x) = o(f1(x), f2(x)) for all x ∈ X.

Commonly, o and O are denoted by the same symbol. A similar definition is used for unary operations o, and for operations of other arity.[citation needed]

Examples

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The pointwise addition πŸ‘ {\displaystyle f+g}
of two functions πŸ‘ {\displaystyle f}
and πŸ‘ {\displaystyle g}
with the same domain and codomain is defined by:

The pointwise product or pointwise multiplication is:

The pointwise product with a scalar is usually written with the scalar term first. Thus, when πŸ‘ {\displaystyle \lambda }
is a scalar:

An example of an operation on functions which is not pointwise is convolution.

Properties

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Pointwise operations inherit such properties as associativity, commutativity and distributivity from corresponding operations on the codomain. If πŸ‘ {\displaystyle A}
is some algebraic structure, the set of all functions πŸ‘ {\displaystyle X}
to the carrier set of πŸ‘ {\displaystyle A}
can be turned into an algebraic structure of the same type in an analogous way.

Componentwise operations

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Componentwise operations are usually defined on vectors, where vectors are elements of the set πŸ‘ {\displaystyle K^{n}}
for some natural number πŸ‘ {\displaystyle n}
and some field πŸ‘ {\displaystyle K}
. If we denote the πŸ‘ {\displaystyle i}
-th component of any vector πŸ‘ {\displaystyle v}
as πŸ‘ {\displaystyle v_{i}}
, then componentwise addition is πŸ‘ {\displaystyle (u+v)_{i}=u_{i}+v_{i}}
.

Componentwise operations can be defined on matrices. Matrix addition, where πŸ‘ {\displaystyle (A+B)_{ij}=A_{ij}+B_{ij}}
is a componentwise operation while matrix multiplication is not.

A tuple can be regarded as a function, and a vector is a tuple. Therefore, any vector πŸ‘ {\displaystyle v}
corresponds to the function πŸ‘ {\displaystyle f:n\to K}
such that πŸ‘ {\displaystyle f(i)=v_{i}}
, and any componentwise operation on vectors is the pointwise operation on functions corresponding to those vectors.

Pointwise relations

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In order theory it is common to define a pointwise partial order on functions. With A, B posets, the set of functions A β†’ B can be ordered by defining f ≀ g if (βˆ€x ∈ A) f(x) ≀ g(x). Pointwise orders also inherit some properties of the underlying posets. For instance if A and B are continuous lattices, then so is the set of functions A β†’ B with pointwise order.[1] Using the pointwise order on functions one can concisely define other important notions, for instance:[2]

An example of an infinitary pointwise relation is pointwise convergence of functionsβ€”a sequence of functions πŸ‘ {\displaystyle (f_{n})_{n=1}^{\infty }}
with πŸ‘ {\displaystyle f_{n}:X\longrightarrow Y}
converges pointwise to a function f if for each x in X πŸ‘ {\displaystyle \lim _{n\to \infty }f_{n}(x)=f(x).}

Notes

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  1. ^ Gierz et al., p. xxxiii
  2. ^ Gierz, et al., p. 26

References

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For order theory examples:

  • T. S. Blyth, Lattices and Ordered Algebraic Structures, Springer, 2005, ISBN 1-85233-905-5.
  • G. Gierz, K. H. Hofmann, K. Keimel, J. D. Lawson, M. Mislove, D. S. Scott: Continuous Lattices and Domains, Cambridge University Press, 2003.

This article incorporates material from Pointwise on PlanetMath, which is licensed under the Creative Commons Attribution/Share-Alike License.