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Pointwise

Pointwise is a mathematics topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand Pointwise rather than just read about it. In short: In mathematics, the qualifier pointwise is used to indicate that a certain property is defined by considering each value f ( x ) {\displaystyle f(x)} of some function f . {\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 relati…

Pointwise — main illustration
Pointwise — illustration

Key takeaways

  • Pointwise belongs to mathematics; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect Pointwise to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of Pointwise from memory before moving on to harder problems.

Reference excerpt

In mathematics, the qualifier pointwise is used to indicate that a certain property is defined by considering each value f ( x ) {\displaystyle f(x)} of some function f . {\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

Formal definition 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

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.

Examples The pointwise addition f + g {\displaystyle f+g} of two functions f {\displaystyle f} and g {\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 λ {\displaystyle \lambda } is a scalar:

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

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

Componentwise operations Componentwise operations are usually defined on vectors, where vectors are elements of the set K n {\displaystyle K^{n}} for some natural number n {\displaystyle n} and some field K {\displaystyle K} . If we denote the i {\displaystyle i} -th component of any vector v {\displaystyle v} as v i {\displaystyle v_{i}} , then componentwise addition is ( u + v ) i = u i + v i {\displaystyle (u+v)_{i}=u_{i}+v_{i}} . Componentwise operations can be defined on matrices. Matrix addition, where ( A + B ) i j = A i j + B i j {\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 v {\displaystyle v} corresponds to the function f : n → K {\displaystyle f:n\to K} such that f ( i ) = v i {\displaystyle f(i)=v_{i}} , and any componentwise operation on vectors is the pointwise operation on functions corresponding to those vectors.

Pointwise relations In order theory it is common to define a pointwise partial order on functions. With A, B posets, the set of functions A → B can be ordered by defining f ≤ g if (∀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 → B with pointwise order. Using the pointwise order on functions one can concisely define other important notions, for instance:

A closure operator c on a poset P is a monotone and idempotent self-map on P (i.e. a projection operator) with the additional property that idA ≤ c, where id is the identity function. Similarly, a projection operator k is called a kernel operator if and only if k ≤ idA. An example of an infinitary pointwise relation is pointwise convergence of functions—a sequence of functions

( f n ) n = 1 ∞ {\displaystyle (f_{n})_{n=1}^{\infty }}

with

f n : X ⟶ Y {\displaystyle f_{n}:X\longrightarrow Y}

converges pointwise to a function f if for each x in X

lim n → ∞ f n ( x ) = f ( x ) . {\displaystyle \lim _{n\to \infty }f_{n}(x)=f(x).}

Notes

References 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.

Worked examples

Example 1 — a first encounter with Pointwise

Start with the simplest possible case. Write down what Pointwise claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In mathematics, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to Pointwise before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about Pointwise ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of Pointwise

In research
Pointwise appears in mathematics research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses Pointwise in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
Pointwise is common in secondary-school and first-year university syllabi. It links to neighbouring topics Mathematical terminology, so understanding it makes those chapters shorter.
In everyday life
Look for Pointwise outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.

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How to study Pointwise in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Pointwise means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain Pointwise out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Pointwise in simple terms?

In mathematics, the qualifier pointwise is used to indicate that a certain property is defined by considering each value f ( x ) {\displaystyle f(x)} of some function f . {\displaystyle f.} An important class of pointwise concepts are the pointwise operations, that is, operations defined on functio…

Why does Pointwise matter?

Because it connects several mathematics ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study Pointwise?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on Pointwise.

Tags

  • Mathematical terminology

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