ArticleslgStudy

mathematics

Isoperimetric dimension

Isoperimetric dimension 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 Isoperimetric dimension rather than just read about it. In short: In mathematics, the isoperimetric dimension of a manifold is a notion of dimension that tries to capture how the large-scale behavior of the manifold resembles that of a Euclidean space (unlike the topological dimension or the Hausdorff dimension which compare different local behaviors against those of the Euclidean space). In the Euclidean space, the isoperimetric inequality says that of all bodies with the same vo…

Key takeaways

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

Reference excerpt

In mathematics, the isoperimetric dimension of a manifold is a notion of dimension that tries to capture how the large-scale behavior of the manifold resembles that of a Euclidean space (unlike the topological dimension or the Hausdorff dimension which compare different local behaviors against those of the Euclidean space). In the Euclidean space, the isoperimetric inequality says that of all bodies with the same volume, the ball has the smallest surface area. In other manifolds it is usually very difficult to find the precise body minimizing the surface area, and this is not what the isoperimetric dimension is about. The question we will ask is, what is approximately the minimal surface area, whatever the body realizing it might be.

Formal definition We say about a differentiable manifold M that it satisfies a d-dimensional isoperimetric inequality if for any open set D in M with a smooth boundary one has

area ⁡ ( ∂ D ) ≥ C vol ⁡ ( D ) ( d − 1 ) / d . {\displaystyle \operatorname {area} (\partial D)\geq C\operatorname {vol} (D)^{(d-1)/d}.}

The notations vol and area refer to the regular notions of volume and surface area on the manifold, or more precisely, if the manifold has n topological dimensions then vol refers to n-dimensional volume and area refers to (n − 1)-dimensional volume. C here refers to some constant, which does not depend on D (it may depend on the manifold and on d). The isoperimetric dimension of M is the supremum of all values of d such that M satisfies a d-dimensional isoperimetric inequality.

Examples A d-dimensional Euclidean space has isoperimetric dimension d. This is the well known isoperimetric problem — as discussed above, for the Euclidean space the constant C is known precisely since the minimum is achieved for the ball. An infinite cylinder (i.e. a product of the circle and the line) has topological dimension 2 but isoperimetric dimension 1. Indeed, multiplying any manifold with a compact manifold does not change the isoperimetric dimension (it only changes the value of the constant C). Any compact manifold has isoperimetric dimension 0. It is also possible for the isoperimetric dimension to be larger than the topological dimension. The simplest example is the infinite jungle gym, which has topological dimension 2 and isoperimetric dimension 3. See [1] for pictures and Mathematica code. The hyperbolic plane has topological dimension 2 and isoperimetric dimension infinity. In fact the hyperbolic plane has positive Cheeger constant. This means that it satisfies the inequality

area ⁡ ( ∂ D ) ≥ C vol ⁡ ( D ) , {\displaystyle \operatorname {area} (\partial D)\geq C\operatorname {vol} (D),}

which obviously implies infinite isoperimetric dimension.

Consequences of isoperimetry A simple integration over r (or sum in the case of graphs) shows that a d-dimensional isoperimetric inequality implies a d-dimensional volume growth, namely

vol ⁡ B ( x , r ) ≥ C r d {\displaystyle \operatorname {vol} B(x,r)\geq Cr^{d}}

where B(x,r) denotes the ball of radius r around the point x in the Riemannian distance or in the graph distance. In general, the opposite is not true, i.e. even uniformly exponential volume growth does not imply any kind of isoperimetric inequality. A simple example can be had by taking the graph Z (i.e. all the integers with edges between n and n + 1) and connecting to the vertex n a complete binary tree of height |n|. Both properties (exponential growth and 0 isoperimetric dimension) are easy to verify. An interesting exception is the case of groups. It turns out that a group with polynomial growth of order d has isoperimetric dimension d. This holds both for the case of Lie groups and for the Cayley graph of a finitely generated group. A theorem of Varopoulos connects the isoperimetric dimension of a graph to the rate of escape of random walk on the graph. The result states Varopoulos' theorem: If G is a graph satisfying a d-dimensional isoperimetric inequality then

p n ( x , y ) ≤ C n − d / 2 {\displaystyle p_{n}(x,y)\leq Cn^{-d/2}}

where p n ( x , y ) {\textstyle p_{n}(x,y)} is the probability that a random walk on G starting from x will be in y after n steps, and C is some constant.

References

Isaac Chavel, Isoperimetric Inequalities: Differential geometric and analytic perspectives, Cambridge university press, Cambridge, UK (2001), ISBN 0-521-80267-9 Discusses the topic in the context of manifolds, no mention of graphs. N. Th. Varopoulos, Isoperimetric inequalities and Markov chains, J. Funct. Anal. 63:2 (1985), 215–239. Thierry Coulhon and Laurent Saloff-Coste, Isopérimétrie pour les groupes et les variétés, Rev. Mat. Iberoamericana 9:2 (1993), 293–314. This paper contains the result that on groups of polynomial growth, volume growth and isoperimetric inequalities are equivalent. In French. Fan Chung, Discrete Isoperimetric Inequalities. Surveys in Differential Geometry IX, International Press, (2004), 53–82. http://math.ucsd.edu/~fan/wp/iso.pdf. This paper contains a precise definition of the isoperimetric dimension of a graph, and establishes many of its properties.

Worked examples

Example 1 — a first encounter with Isoperimetric dimension

Start with the simplest possible case. Write down what Isoperimetric dimension 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 Isoperimetric dimension 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 Isoperimetric dimension 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 Isoperimetric dimension

In research
Isoperimetric dimension 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 Isoperimetric dimension 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
Isoperimetric dimension is common in secondary-school and first-year university syllabi. It links to neighbouring topics Dimension, Mathematical analysis, so understanding it makes those chapters shorter.
In everyday life
Look for Isoperimetric dimension 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 Isoperimetric dimension in 20 minutes

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

Frequently asked questions

What is Isoperimetric dimension in simple terms?

In mathematics, the isoperimetric dimension of a manifold is a notion of dimension that tries to capture how the large-scale behavior of the manifold resembles that of a Euclidean space (unlike the topological dimension or the Hausdorff dimension which compare different local behaviors against thos…

Why does Isoperimetric dimension 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 Isoperimetric dimension?

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 Isoperimetric dimension.

Tags

  • Dimension
  • Mathematical analysis

Keep exploring