ArticleslgStudy

mathematics

Uniform norm

Uniform norm 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 Uniform norm rather than just read about it. In short: In mathematical analysis, the uniform norm (or sup norm) assigns, to real- or complex-valued bounded functions ⁠ f {\displaystyle f} ⁠ defined on a set ⁠ S {\displaystyle S} ⁠, the non-negative number ‖ f ‖ ∞ = ‖ f ‖ ∞ , S = sup { | f ( s ) | : s ∈ S } . {\displaystyle \|f\|_{\infty }=\|f\|_{\infty ,S}=\sup \left\{\,|f(s)|:s\in S\,\right\}.} This norm is also called the supremum norm, the Chebyshev norm, the infinit…

Uniform norm — main illustration
Uniform norm — illustration

Key takeaways

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

Reference excerpt

In mathematical analysis, the uniform norm (or sup norm) assigns, to real- or complex-valued bounded functions ⁠ f {\displaystyle f} ⁠ defined on a set ⁠ S {\displaystyle S} ⁠, the non-negative number

‖ f ‖ ∞ = ‖ f ‖ ∞ , S = sup { | f ( s ) | : s ∈ S } . {\displaystyle \|f\|_{\infty }=\|f\|_{\infty ,S}=\sup \left\{\,|f(s)|:s\in S\,\right\}.}

This norm is also called the supremum norm, the Chebyshev norm, the infinity norm, or, when the supremum is in fact the maximum, the max norm. The name "uniform norm" derives from the fact that a sequence of functions ⁠ { f n } {\displaystyle \left\{f_{n}\right\}} ⁠ converges to ⁠ f {\displaystyle f} ⁠ under the metric derived from the uniform norm if and only if ⁠ f n {\displaystyle f_{n}} ⁠ converges to ⁠ f {\displaystyle f} ⁠ uniformly. If ⁠ f {\displaystyle f} ⁠ is a continuous function on a closed and bounded interval, or more generally a compact set, then it is bounded and the supremum in the above definition is attained by the Weierstrass extreme value theorem, so we can replace the supremum by the maximum. In this case, the norm is also called the maximum norm. In particular, if ⁠ x {\displaystyle x} ⁠ is some vector such that x = ( x 1 , x 2 , … , x n ) {\displaystyle x=\left(x_{1},x_{2},\ldots ,x_{n}\right)} in finite dimensional coordinate space, it takes the form:

‖ x ‖ ∞ := max ( | x 1 | , … , | x n | ) . {\displaystyle \|x\|_{\infty }:=\max \left(\left|x_{1}\right|,\ldots ,\left|x_{n}\right|\right).}

This is called the ℓ ∞ {\displaystyle \ell ^{\infty }} -norm.

Definition Uniform norms are defined, in general, for bounded functions valued in a normed space. Let X {\displaystyle X} be a set and let ( Y , ‖ ‖ Y ) {\displaystyle (Y,\|\|_{Y})} be a normed space. On the set Y X {\displaystyle Y^{X}} of functions from X {\displaystyle X} to Y {\displaystyle Y} , there is an extended norm defined by

‖ f ‖ = sup x ∈ X ‖ f ( x ) ‖ Y ∈ [ 0 , ∞ ] . {\displaystyle \|f\|=\sup _{x\in X}\|f(x)\|_{Y}\in [0,\infty ].}

… excerpt ends here. Continue reading the full article.

Illustrations

Uniform norm: The perimeter of the square is the set of points in ℝ2 where the sup norm equals a fixed positive constant. For example, points (2, 0), (2, 1), and (2, 2) lie along the perimeter of a square and belong to the set of vectors whose sup norm is 2.
The perimeter of the square is the set of points in ℝ2 where the sup norm equals a fixed positive constant. For example, points (2, 0), (2, 1), and (2, 2) lie along the perimeter of a square and belong to the set of vectors whose sup norm is 2.

Worked examples

Example 1 — a first encounter with Uniform norm

Start with the simplest possible case. Write down what Uniform norm 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 Uniform norm 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 Uniform norm 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 Uniform norm

In research
Uniform norm 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 Uniform norm 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
Uniform norm is common in secondary-school and first-year university syllabi. It links to neighbouring topics Banach spaces, Functional analysis, Normed spaces, so understanding it makes those chapters shorter.
In everyday life
Look for Uniform norm 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.

Affiliate

Preply — study more efficiently by working with a personal tutor. 50% off.

How to study Uniform norm in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Uniform norm 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 Uniform norm out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Uniform norm in simple terms?

In mathematical analysis, the uniform norm (or sup norm) assigns, to real- or complex-valued bounded functions ⁠ f {\displaystyle f} ⁠ defined on a set ⁠ S {\displaystyle S} ⁠, the non-negative number ‖ f ‖ ∞ = ‖ f ‖ ∞ , S = sup { | f ( s ) | : s ∈ S } . {\displaystyle \|f\|_{\infty }=\|f\|_{\infty…

Why does Uniform norm 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 Uniform norm?

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 Uniform norm.

Tags

  • Banach spaces
  • Functional analysis
  • Normed spaces
  • Norms (mathematics)

Keep exploring