Haar measure
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In mathematical analysis, the Haar measure is a way to assign an "invariant volume" to subsets of locally compact topological groups and subsequently define an integral for functions on those groups.
This measure was introduced by Alfréd Haar, a Hungarian mathematician, in about 1932. Haar measures are used in many parts of analysis and number theory, and also in estimation theory.
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[edit] Preliminaries
Let G be a locally compact topological group. In this article, the σ-algebra generated by all compact subsets of G is called the Borel algebra [1]. An element of the Borel algebra is called a Borel set. If a is an element of G and S is a subset of G, then we define the left and right translates of S as follows:
- Left translate:
- Right translate:
Left and right translates map Borel sets into Borel sets.
A measure μ on the Borel subsets of G is called left-translation-invariant if and only if for all Borel subsets S of G and all a in G one has
A similar definition is made for right translation invariance.
[edit] Existence and uniqueness of the left Haar measure
It turns out that there is, up to a positive multiplicative constant, only one left-translation-invariant countably additive regular measure μ on the Borel subsets of G such that μ(U) > 0 for any open non-empty Borel set U. Such a measure is called a left Haar measure. Following Halmos,[2] we say μ is regular if and only if:
- μ(K) is finite for every compact set K.
- Every Borel set E is outer regular:
- Every Borel set E is inner regular:
The existence of Haar measure was first proven in full generality by Weil.[3] The special case of invariant measure for compact groups had been shown by Haar in 1933.[4]
[edit] The right Haar measure
It can also be proved that there exists a unique (up to multiplication by a positive constant) right-translation-invariant Borel measure ν, but it need not coincide with the left-translation-invariant measure μ. These measures are the same only for so-called unimodular groups (see below). It is quite simple though to find a relationship between μ and ν.
Indeed, for a Borel set S, let us denote by S − 1 the set of inverses of elements of S. If we define
then this is a right Haar measure. To show right invariance, apply the definition:
Because the right measure is unique, it follows that μ-1 is a multiple of ν and so
for all Borel sets S, where k is some positive constant.
[edit] The Haar integral
Using the general theory of Lebesgue integration, one can then define an integral for all Borel measurable functions f on G. This integral is called the Haar integral. If μ is a left Haar measure, then
for any integrable function f. This is immediate for step functions, being essentially the definition of left invariance.
[edit] Uses
The Haar measures are used in harmonic analysis on arbitrary locally compact groups; see Pontryagin duality. A frequently used technique for proving the existence of a Haar measure on a locally compact group G is showing the existence of a left invariant Radon measure on G.
In estimation theory, Haar measures can be used as non-informative priors, being Jeffreys priors for various questions. For instance, translation invariance of the (improper) uniform distribution on the real numbers (the Haar measure with respect to addition) corresponds to no information about location, and thus it is the Jeffreys prior for the unknown mean of a Gaussian distribution, the mean being a measure of location.
Unless G is a discrete group, it is impossible to define a countably-additive right invariant measure on all subsets of G, assuming the axiom of choice. See non-measurable sets.
[edit] Examples
- The Haar measure on the topological group (R, +) which takes the value 1 on the interval [0,1] is equal to the restriction of Lebesgue measure to the Borel subsets of R. This can be generalized for (Rn, +).
- If G is the group of positive real numbers with multiplication as operation, then the Haar measure μ(S) is given by
-
- for any Borel subset S of the positive reals.
This generalizes to the following:
- For G = GL(n,R), left and right Haar measures are proportional and
-
- where dX denotes the Lebesgue measure on Rn2, the set of all
-matrices. This follows from the change of variables formula.
- More generally, on any Lie group of dimension d a left Haar measure can be associated with any non-zero left-invariant d-form ω, as the Lebesgue measure |ω|; and similarly for right Haar measures. This means also that the modular function can be computed, as the absolute value of the determinant of the adjoint representation.
[edit] The modular function
The left translate of a right Haar measure is a right Haar measure. More precisely, if μ is a right Haar measure, then
is also right invariant. Thus, there exists a unique function Δ called the Haar modulus, modular function or modular character, such that for every Borel set A
The modular function is a group homomorphism into the multiplicative group of nonzero real numbers. A group is unimodular if and only if the modular function is identically 1. Examples of unimodular groups are abelian groups, compact groups, discrete groups, semisimple Lie groups and connected nilpotent Lie groups. An example of a non-unimodular group is the ax + b group of transformations of the form
on the real line. This example shows that a solvable Lie group need not be unimodular.
[edit] Notes
- ^ We follow the conventions of Halmos' textbook. Many authors instead use the term Borel algebra to denote the σ-algebra generated by the open sets.
- ^ Paul Halmos, Measure Theory, D. van Nostrand and Co., 1950. Section 52
- ^ André Weil, L'intégration dans les groupes topologiques et ses applications, Actualités Scientifiques et Industrielles, Hermann, 1940
- ^ A. Haar, Der Massbegriff in der Theorie der kontinuierlichen Gruppen, Ann. Math., v34 (1933).
[edit] Further reading
- Lynn Loomis, An Introduction to Abstract Harmonic Analysis, D. van Nostrand and Co., 1953.
- André Weil, Basic Number Theory, Academic Press, 1971.
[edit] External links
- On the Existence and Uniqueness of Invariant Measures on Locally Compact Groups - by Simon Rubinstein-Salzedo
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