Doubling Measures And Metric Spaces
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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 ...
, a
metric space In mathematics, a metric space is a set together with a notion of ''distance'' between its elements, usually called points. The distance is measured by a function called a metric or distance function. Metric spaces are the most general settin ...
with metric is said to be doubling if there is some doubling constant such that for any and , it is possible to cover the ball with the union of at most balls of radius . The base-2 logarithm of is called the doubling dimension of .
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 ...
s \mathbb^d equipped with the usual Euclidean metric are examples of doubling spaces where the doubling constant depends on the dimension . For example, in one dimension, ; and in two dimensions, . In general, Euclidean space \mathbb^d has doubling dimension \Theta(d).


Assouad's embedding theorem

An important question in metric space geometry is to characterize those metric spaces that can be embedded in some Euclidean space by a bi-Lipschitz function. This means that one can essentially think of the metric space as a subset of Euclidean space. Not all metric spaces may be embedded in Euclidean space. Doubling metric spaces, on the other hand, would seem like they have more of a chance, since the doubling condition says, in a way, that the metric space is not infinite dimensional. However, this is still not the case in general. The
Heisenberg group In mathematics, the Heisenberg group H, named after Werner Heisenberg, is the group of 3×3 upper triangular matrices of the form ::\begin 1 & a & c\\ 0 & 1 & b\\ 0 & 0 & 1\\ \end under the operation of matrix multiplication. Elements ' ...
with its
Carnot-Caratheodory metric In mathematics, a sub-Riemannian manifold is a certain type of generalization of a Riemannian manifold. Roughly speaking, to measure distances in a sub-Riemannian manifold, you are allowed to go only along curves tangent to so-called ''horizontal s ...
is an example of a doubling metric space which cannot be embedded in any Euclidean space. Assouad's Theorem states that, for a ''M''-doubling metric space ''X'', if we give it the metric ''d''(''x'', ''y'')''ε'' for some 0 < ''ε'' < 1, then there is a ''L''-bi-Lipschitz map ''f'':''X'' → ℝ''d'', where ''d'' and ''L'' depend on ''M'' and ''ε''.


Doubling Measures


Definition

A nontrivial
measure Measure may refer to: * Measurement, the assignment of a number to a characteristic of an object or event Law * Ballot measure, proposed legislation in the United States * Church of England Measure, legislation of the Church of England * Mea ...
on a metric space ''X'' is said to be doubling if the measure of any ball is finite and approximately the measure of its double, or more precisely, if there is a constant ''C'' > 0 such that : 0<\mu(B(x,2r))\leq C\mu(B(x,r))<\infty \, for all ''x'' in ''X'' and ''r'' > 0. In this case, we say ''μ'' is C-doubling. In fact, it can be proved that, necessarily, ''C'' \geq 2. A metric measure space that supports a doubling measure is necessarily a doubling metric space, where the doubling constant depends on the constant ''C''. Conversely, every
complete Complete may refer to: Logic * Completeness (logic) * Completeness of a theory, the property of a theory that every formula in the theory's language or its negation is provable Mathematics * The completeness of the real numbers, which implies t ...
doubling metric space supports a doubling measure.


Examples

A simple example of a doubling measure is
Lebesgue measure In measure theory, a branch of mathematics, the Lebesgue measure, named after French mathematician Henri Lebesgue, is the standard way of assigning a measure to subsets of ''n''-dimensional Euclidean space. For ''n'' = 1, 2, or 3, it coincides wit ...
on a Euclidean space. One can, however, have doubling measures on Euclidean space that are
singular Singular may refer to: * Singular, the grammatical number that denotes a unit quantity, as opposed to the plural and other forms * Singular homology * SINGULAR, an open source Computer Algebra System (CAS) * Singular or sounder, a group of boar, ...
with respect to Lebesgue measure. One example on the real line is the
weak limit In mathematics, weak topology is an alternative term for certain initial topologies, often on topological vector spaces or spaces of linear operators, for instance on a Hilbert space. The term is most commonly used for the initial topology of a ...
of the following sequence of measures: : d\mu_n = \prod_^n (1+a\cos (3^i 2\pi x))\,dx,\;\;\; , a, <1. One can construct another singular doubling measure ''μ'' on the interval , 1as follows: for each ''k'' ≥ 0, partition the unit interval ,1into 3''k'' intervals of length 3−''k''. Let Δ be the collection of all such intervals in ,1obtained for each ''k'' (these are the ''triadic intervals''), and for each such interval ''I'', let ''m''(''I'') denote its "middle third" interval. Fix 0 < ''δ'' < 1 and let ''μ'' be the measure such that ''μ''( , 1 = 1 and for each triadic interval ''I'', ''μ''(''m''(''I'')) = ''δμ''(''I''). Then this gives a doubling measure on , 1singular to Lebesgue measure.


Applications

The definition of a doubling measure may seem arbitrary, or purely of geometric interest. However, many results from classical harmonic analysis and
computational geometry Computational geometry is a branch of computer science devoted to the study of algorithms which can be stated in terms of geometry. Some purely geometrical problems arise out of the study of computational geometric algorithms, and such problems ar ...
extend to the setting of metric spaces with doubling measures.


References

{{DEFAULTSORT:Doubling Measure Metric geometry