Doubling Measures And Metric Spaces
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, a
metric space In mathematics, a metric space is a Set (mathematics), set together with a notion of ''distance'' between its Element (mathematics), elements, usually called point (geometry), points. The distance is measured by a function (mathematics), functi ...
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 In mathematics, the logarithm of a number is the exponent by which another fixed value, the base, must be raised to produce that number. For example, the logarithm of to base is , because is to the rd power: . More generally, if , the ...
of is called the doubling dimension of .
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 ...
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 ''a, b' ...
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 -doubling metric space , if we give it the metric for some , then there is a -bi-Lipschitz map f:X \rarr \mathbb^d, where and depend on and .


Doubling Measures


Definition

A nontrivial measure 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 higher dimensional Euclidean '-spaces. For lower dimensions or , it c ...
on a Euclidean space. One can, however, have doubling measures on Euclidean space that are
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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 In mathematics, the unit interval is the closed interval , that is, the set of all real numbers that are greater than or equal to 0 and less than or equal to 1. It is often denoted ' (capital letter ). In addition to its role in real analysi ...
,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 Harmonic analysis is a branch of mathematics concerned with investigating the connections between a function and its representation in frequency. The frequency representation is found by using the Fourier transform for functions on unbounded do ...
and computational geometry extend to the setting of metric spaces with doubling measures.


See also

*
Highway dimension The highway dimension is a graph parameter modelling transportation networks, such as road networks or public transportation networks. It was first formally defined by Abraham et al. based on the observation by Bast et al. that any road network ha ...
: this metric parameter generalises the doubling dimension.


References

{{DEFAULTSORT:Doubling Measure Metric geometry