In
mathematics
Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, the isoperimetric dimension of a
manifold
In mathematics, a manifold is a topological space that locally resembles Euclidean space near each point. More precisely, an n-dimensional manifold, or ''n-manifold'' for short, is a topological space with the property that each point has a N ...
is a notion of dimension that tries to capture how the ''large-scale behavior'' of the manifold resembles that of a
Euclidean space
Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, in Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics there are ''Euclidean spaces ...
(unlike the
topological dimension
In mathematics, the Lebesgue covering dimension or topological dimension of a topological space is one of several different ways of defining the dimension of the space in a
topologically invariant way.
Informal discussion
For ordinary Euclidean ...
or the
Hausdorff dimension
In mathematics, Hausdorff dimension is a measure of ''roughness'', or more specifically, fractal dimension, that was introduced in 1918 by mathematician Felix Hausdorff. For instance, the Hausdorff dimension of a single point is zero, of a line ...
which compare different ''local behaviors'' against those of the Euclidean space).
In the
Euclidean space
Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, in Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics there are ''Euclidean spaces ...
, the
isoperimetric inequality
In mathematics, the isoperimetric inequality is a geometric inequality involving the square of the circumference of a closed curve in the plane and the area of a plane region it encloses, as well as its various generalizations. '' Isoperimetric'' ...
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
In mathematics, a differentiable manifold (also differential manifold) is a type of manifold that is locally similar enough to a vector space to allow one to apply calculus. Any manifold can be described by a collection of charts (atlas). One ...
''M'' that it satisfies a ''d''-dimensional isoperimetric inequality if for any open set ''D'' in ''M'' with a smooth boundary one has
:
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
In mathematics, the infimum (abbreviated inf; : infima) of a subset S of a partially ordered set P is the greatest element in P that is less than or equal to each element of S, if such an element exists. If the infimum of S exists, it is unique, ...
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
In mathematics, the isoperimetric inequality is a geometric inequality involving the square of the circumference of a closed curve in the plane and the area of a plane region it encloses, as well as its various generalizations. '' Isoperimetric'' ...
— 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
A circle is a shape consisting of all point (geometry), points in a plane (mathematics), plane that are at a given distance from a given point, the Centre (geometry), centre. The distance between any point of the circle and the centre is cal ...
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
A jungle gym (called a climbing frame in British English) is a piece of playground equipment made of many pieces of material, such as metal pipes or ropes, on which participants can climb, hang, sit, and—in some configurations—slide. Monkey ...
, which has topological dimension 2 and isoperimetric dimension 3. Se
for pictures and Mathematica code.
The
hyperbolic geometry, hyperbolic plane has topological dimension 2 and isoperimetric dimension infinity. In fact the hyperbolic plane has positive
Cheeger constant
In Riemannian geometry, the Cheeger isoperimetric constant of a compact Riemannian manifold ''M'' is a positive real number ''h''(''M'') defined in terms of the minimal area of a hypersurface that divides ''M'' into two disjoint pieces. In 1971, ...
. This means that it satisfies the inequality
:
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
:
where ''B''(''x'',''r'') denotes the ball of radius ''r'' around the point ''x'' in the
Riemannian distance or in the
graph distance
In the mathematics, mathematical field of graph theory, the distance between two vertex (graph theory), vertices in a Graph (discrete mathematics), graph is the number of edges in a shortest path problem, shortest path (also called a graph geode ...
. 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
In computer science, a binary tree is a tree data structure in which each node has at most two children, referred to as the ''left child'' and the ''right child''. That is, it is a ''k''-ary tree with . A recursive definition using set theor ...
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 group
In mathematics, a Lie group (pronounced ) is a group (mathematics), group that is also a differentiable manifold, such that group multiplication and taking inverses are both differentiable.
A manifold is a space that locally resembles Eucli ...
s and for the
Cayley graph
In mathematics, a Cayley graph, also known as a Cayley color graph, Cayley diagram, group diagram, or color group, is a Graph (discrete mathematics), graph that encodes the abstract structure of a group (mathematics), group. Its definition is sug ...
of a
finitely generated group
In algebra, a finitely generated group is a group ''G'' that has some finite generating set ''S'' so that every element of ''G'' can be written as the combination (under the group operation) of finitely many elements of ''S'' and of inverses o ...
.
A theorem of
Varopoulos connects the isoperimetric dimension of a graph to the rate of escape of
random walk
In mathematics, a random walk, sometimes known as a drunkard's walk, is a stochastic process that describes a path that consists of a succession of random steps on some Space (mathematics), mathematical space.
An elementary example of a rand ...
on the graph. The result states
''Varopoulos' theorem: If G is a graph satisfying a d-dimensional isoperimetric inequality then''
:
''where''
''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.
Mathematical analysis
Dimension