Isoperimetric Dimension
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In
mathematics Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
, 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, that is, in Euclid's Elements, Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics ther ...
(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 topological invariant, topologically invariant way. Informal discussion F ...
or the
Hausdorff dimension In mathematics, Hausdorff dimension is a measure of ''roughness'', or more specifically, fractal dimension, that was first introduced in 1918 by mathematician Felix Hausdorff. For instance, the Hausdorff dimension of a single point is zero, of a ...
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, that is, in Euclid's Elements, Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics ther ...
, the
isoperimetric inequality In mathematics, the isoperimetric inequality is a geometric inequality involving the perimeter of a set and its volume. In n-dimensional space \R^n the inequality lower bounds the surface area or perimeter \operatorname(S) of a set S\subset\R^n ...
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 ma ...
''M'' that it satisfies a ''d''-dimensional isoperimetric inequality if for any open set ''D'' in ''M'' with a smooth boundary one has :\operatorname(\partial D)\geq C\operatorname(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 In mathematics, the isoperimetric inequality is a geometric inequality involving the perimeter of a set and its volume. In n-dimensional space \R^n the inequality lower bounds the surface area or perimeter \operatorname(S) of a set S\subset\R^n by ...
— 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 Product may refer to: Business * Product (business), an item that serves as a solution to a specific consumer problem. * Product (project management), a deliverable or set of deliverables that contribute to a business solution Mathematics * Produ ...
of the
circle A circle is a shape consisting of all points in a plane that are at a given distance from a given point, the centre. Equivalently, it is the curve traced out by a point that moves in a plane so that its distance from a given point is const ...
and the
line Line most often refers to: * Line (geometry), object with zero thickness and curvature that stretches to infinity * Telephone line, a single-user circuit on a telephone communication system Line, lines, The Line, or LINE may also refer to: Arts ...
) 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 1970, ...
. This means that it satisfies the inequality :\operatorname(\partial D)\geq C\operatorname(D), which obviously implies infinite isoperimetric dimension.


Of graphs

The isoperimetric dimension of
graphs Graph may refer to: Mathematics *Graph (discrete mathematics), a structure made of vertices and edges **Graph theory, the study of such graphs and their properties *Graph (topology), a topological space resembling a graph in the sense of discre ...
can be defined in a similar fashion. A precise definition is given in Chung's survey. Area and volume are measured by set sizes. For every subset ''A'' of the graph ''G'' one defines \partial A as the set of vertices in G\setminus A with a neighbor in ''A''. A ''d''-dimensional isoperimetric inequality is now defined by :, \partial A, \geq C\left(\min \left( , A, , , G\setminus A, \right)\right)^. (Thi
MathOverflow question
provides more details.) The graph analogs of all the examples above hold but the definition is slightly different in order to avoid that the isoperimetric dimension of any finite graph is 0: In the above formula the volume of A is replaced by \min (, A, ,, G\setminus A, ) (see Chung's survey, section 7). The isoperimetric dimension of a ''d''-dimensional grid is ''d''. In general, the isoperimetric dimension is preserved by quasi isometries, both by quasi-isometries between manifolds, between graphs, and even by quasi isometries carrying manifolds to graphs, with the respective definitions. In rough terms, this means that a graph "mimicking" a given manifold (as the grid mimics the Euclidean space) would have the same isoperimetric dimension as the manifold. An infinite complete
binary tree In computer science, a binary tree is a k-ary k = 2 tree data structure in which each node has at most two children, which are referred to as the ' and the '. A recursive definition using just set theory notions is that a (non-empty) binary t ...
has 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 :\operatorname 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 the mathematical field of graph theory, the distance between two vertices in a graph is the number of edges in a shortest path (also called a graph geodesic) connecting them. This is also known as the geodesic distance or shortest-path dista ...
. 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 A group is a number of persons or things that are located, gathered, or classed together. Groups of people * Cultural group, a group whose members share the same cultural identity * Ethnic group, a group whose members share the same ethnic iden ...
. 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 that is also a differentiable manifold. A manifold is a space that locally resembles Euclidean space, whereas groups define the abstract concept of a binary operation along with the additio ...
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 that encodes the abstract structure of a group. Its definition is suggested by Cayley's theorem (named after Arthur Cayle ...
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 of s ...
. A theorem of Varopoulos connects the isoperimetric dimension of a graph to the rate of escape of
random walk In mathematics, a random walk is a random process that describes a path that consists of a succession of random steps on some mathematical space. An elementary example of a random walk is the random walk on the integer number line \mathbb Z ...
on the graph. The result states ''Varopoulos' theorem: If G is a graph satisfying a d-dimensional isoperimetric inequality then'' :p_n(x,y)\leq Cn^ ''where'' 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 persepectives'', 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