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Lebesgue measure



 
 
In mathematics
Mathematics

Mathematics is the study of quantity, structure, space, change, and related topics of pattern and form. Mathematicians seek out patterns whether found in numbers, space, natural science, computers, imaginary abstractions, or elsewhere....
, the Lebesgue measure, named after Henri Lebesgue
Henri Lebesgue

Henri L?on Lebesgue was a France mathematician, most famous for his theory of integral. Lebesgue's integration theory was originally published in his dissertation, A summary of Henri Lebesgue's dissertation , at the University of Nancy in 1902....
, is the standard way of assigning a length
Length

Length is the long dimension of any object. The length of a thing is the distance between its ends, its linear extent as measured from end to end....
, area
Area

Area is a quantity expressing the two-dimensional size of a defined part of a surface, typically a region bounded by a closed curve. The term surface area refers to the total area of the exposed surface of a 3-dimensional solid, such as the sum of the areas of the exposed sides of a polyhedron....
 or volume
Volume

The volume of any solid, liquid, plasma, vacuum or theoretical object is how much three-dimensional space it occupies, often quantified numerically....
 to subset
Subset

In mathematics, especially in set theory, a Set A is a subset of a set B if A is "contained" inside B. Notice that A and B may coincide....
s of Euclidean space
Euclidean space

Around 300 Before Christ, the Ancient Greece mathematician Euclid undertook a study of relationships among distances and angles, first in a plane and then in space....
. It is used throughout real analysis
Real analysis

Real analysis, or theory of functions of a real variable is a branch of mathematical analysis dealing with the Set of real numbers. In particular, it deals with the analytic function properties of real function and sequences, including convergence and limit s of sequences of real numbers, the calculus of the real numbers, and continu...
, in particular to define Lebesgue integration
Lebesgue integration

Lebesgue integration refers to both the general theory of integration of a function with respect to a general measure , and to the specific case of integration of a function defined on a sub-domain of the real line or a higher dimensional Euclidean space with respect to the Lebesgue measure....
. Sets which can be assigned a volume are called Lebesgue measurable; the volume or measure
Measure (mathematics)

In mathematics, more specifically in measure theory, a measure on a set is a systematic way to assign to each suitable subset a number, intuitively interpreted as the size of the subset....
 of the Lebesgue measurable set A is denoted by ?(A). A Lebesgue measure of 8
Infinity

Infinity comes from the Latin infinitas or "unboundedness." It refers to several distinct concepts – usually linked to the idea of "without end" – which arise in philosophy, mathematics, and theology....
 is possible, but even so, assuming the axiom of choice
Axiom of choice

In mathematics, the axiom of choice, or AC, is an axiom of set theory. Informally put, the axiom of choice says that given any collection of bins, each containing at least one object, it is possible to make a selection of exactly one object from each bin, even if there are infinite set many bins and there is no "rule" for which object t...
, not all subsets of Rn are Lebesgue measurable.






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In mathematics
Mathematics

Mathematics is the study of quantity, structure, space, change, and related topics of pattern and form. Mathematicians seek out patterns whether found in numbers, space, natural science, computers, imaginary abstractions, or elsewhere....
, the Lebesgue measure, named after Henri Lebesgue
Henri Lebesgue

Henri L?on Lebesgue was a France mathematician, most famous for his theory of integral. Lebesgue's integration theory was originally published in his dissertation, A summary of Henri Lebesgue's dissertation , at the University of Nancy in 1902....
, is the standard way of assigning a length
Length

Length is the long dimension of any object. The length of a thing is the distance between its ends, its linear extent as measured from end to end....
, area
Area

Area is a quantity expressing the two-dimensional size of a defined part of a surface, typically a region bounded by a closed curve. The term surface area refers to the total area of the exposed surface of a 3-dimensional solid, such as the sum of the areas of the exposed sides of a polyhedron....
 or volume
Volume

The volume of any solid, liquid, plasma, vacuum or theoretical object is how much three-dimensional space it occupies, often quantified numerically....
 to subset
Subset

In mathematics, especially in set theory, a Set A is a subset of a set B if A is "contained" inside B. Notice that A and B may coincide....
s of Euclidean space
Euclidean space

Around 300 Before Christ, the Ancient Greece mathematician Euclid undertook a study of relationships among distances and angles, first in a plane and then in space....
. It is used throughout real analysis
Real analysis

Real analysis, or theory of functions of a real variable is a branch of mathematical analysis dealing with the Set of real numbers. In particular, it deals with the analytic function properties of real function and sequences, including convergence and limit s of sequences of real numbers, the calculus of the real numbers, and continu...
, in particular to define Lebesgue integration
Lebesgue integration

Lebesgue integration refers to both the general theory of integration of a function with respect to a general measure , and to the specific case of integration of a function defined on a sub-domain of the real line or a higher dimensional Euclidean space with respect to the Lebesgue measure....
. Sets which can be assigned a volume are called Lebesgue measurable; the volume or measure
Measure (mathematics)

In mathematics, more specifically in measure theory, a measure on a set is a systematic way to assign to each suitable subset a number, intuitively interpreted as the size of the subset....
 of the Lebesgue measurable set A is denoted by ?(A). A Lebesgue measure of 8
Infinity

Infinity comes from the Latin infinitas or "unboundedness." It refers to several distinct concepts – usually linked to the idea of "without end" – which arise in philosophy, mathematics, and theology....
 is possible, but even so, assuming the axiom of choice
Axiom of choice

In mathematics, the axiom of choice, or AC, is an axiom of set theory. Informally put, the axiom of choice says that given any collection of bins, each containing at least one object, it is possible to make a selection of exactly one object from each bin, even if there are infinite set many bins and there is no "rule" for which object t...
, not all subsets of Rn are Lebesgue measurable. The "strange" behavior of non-measurable set
Non-measurable set

In mathematics, a non-measurable set is a subset of a Set with finite positive measure where the subset's structure is so complicated that it cannot itself have a meaningful measure....
s gives rise to such statements as the Banach-Tarski paradox
Banach–Tarski paradox

The Banach?Tarski paradox is a theorem in set theoretic geometry which states that a solid ball in 3-dimensional space can be split into several non-overlapping pieces, which can then be put back together in a different way to yield two identical copies of the original ball....
, a consequence of the axiom of choice.

Lebesgue measure is often denoted , but this should not be confused with the distinct
Volume form

In mathematics, a volume element provides a means for integration a function with respect to volume in various coordinate systems such as spherical coordinates and cylindrical coordinates....
 notion of a volume form
Volume form

In mathematics, a volume element provides a means for integration a function with respect to volume in various coordinate systems such as spherical coordinates and cylindrical coordinates....
.

Examples

  • If A is a closed interval [a, b], then its Lebesgue measure is the length ba. The open interval (a, b) has the same measure, since the difference between the two sets has measure zero.
  • If A is the Cartesian product
    Cartesian product

    In mathematics, the Cartesian product is a direct product of sets. The Cartesian product is named after Ren? Descartes, whose formulation of analytic geometry gave rise to this concept....
     of intervals [a, b] and [c, d], then it is a rectangle and its Lebesgue measure is the area (ba)(dc).
  • The Cantor set
    Cantor set

    In mathematics, the Cantor set, introduced by Germany mathematician Georg Cantor in 1883 , is a set of points lying on a single line segment that has a number of remarkable and deep properties....
     is an example of an uncountable set
    Uncountable set

    In mathematics, an uncountable set is an infinite Set which is too big to be countable set. The uncountability of a set is closely related to its cardinal number: a set is uncountable if its cardinal number is larger than that of the natural numbers....
     that has Lebesgue measure zero.


Properties

The Lebesgue measure on Rn has the following properties:

  1. If A is a cartesian product
    Cartesian product

    In mathematics, the Cartesian product is a direct product of sets. The Cartesian product is named after Ren? Descartes, whose formulation of analytic geometry gave rise to this concept....
     of intervals
    Interval (mathematics)

    In mathematics, a interval is a set of real numbers with the property that any number that lies between two numbers in the set is also included in the set....
     I1 × I2 × ... × In, then A is Lebesgue measurable and Here, |I| denotes the length of the interval I.
  2. If A is a disjoint union
    Disjoint union

    In set theory, a disjoint union is a modified union operation which indexes the elements according to which set they originated in.Formally, let be a family of sets indexed by I....
     of countably many disjoint Lebesgue measurable sets, then A is itself Lebesgue measurable and ?(A) is equal to the sum (or infinite series) of the measures of the involved measurable sets.
  3. If A is Lebesgue measurable, then so is its complement
    Complement (set theory)

    In discrete mathematics and predominantly in set theory, a complement is a concept used in comparisons of sets to refer to the unique values of one set in relation to another....
    .
  4. ?(A) = 0 for every Lebesgue measurable set A.
  5. If A and B are Lebesgue measurable and A is a subset of B, then ?(A) = ?(B). (A consequence of 2, 3 and 4.)
  6. Countable unions
    Union (set theory)

    In set theory, the term Union refers to a set operation used in the convergence of set elements to form a resultant set containing the elements of both sets....
     and intersections
    Intersection (set theory)

    In mathematics, the intersection of two Set A and B is the set that contains all elements of A that also belong to B , but no other elements....
     of Lebesgue measurable sets are Lebesgue measurable. (Not a consequence of 2 and 3, because a family of sets that is closed under complements and disjoint countable unions need not be closed under countable unions: .)
  7. If A is an open
    Open set

    In metric topology and related fields of mathematics, a Set U is called open if, intuitively speaking, starting from any point x in U one can move by a small amount in any direction and still be in the set U....
     or closed
    Closed set

    In topology and related branches of mathematics, a closed set is a Set whose complement is open set....
     subset of Rn (or even Borel set, see metric space
    Metric space

    In mathematics, a metric space is a Set where a notion of distance between elements of the set is defined.The metric space which most closely corresponds to our intuitive understanding of space is the 3-dimensional Euclidean space....
    ), then A is Lebesgue measurable.
  8. If A is a Lebesgue measurable set, then it is "approximately open" and "approximately closed" in the sense of Lebesgue measure (see the regularity theorem for Lebesgue measure
    Regularity theorem for Lebesgue measure

    In mathematics, the regularity theorem for Lebesgue measure is a result in measure theory that states that Lebesgue measure on the real line is a regular measure....
    ).
  9. Lebesgue measure is both locally finite
    Locally finite measure

    In mathematics, a locally finite measure is a Measure for which every point of the measure space has a Neighbourhood of finite measure....
     and inner regular
    Inner regular measure

    In mathematics, an inner regular measure is one for which the Measure of a set can be approximated from within by Compact space subsets....
    , and so it is a Radon measure
    Radon measure

    In mathematics, a Radon measure, named after Johann Radon, on a Hausdorff topological space X is defined in measure theory to be a measure on the sigma algebra of Borel sets of X that is Locally finite measure and Inner regular measure....
    .
  10. Lebesgue measure is strictly positive
    Strictly positive measure

    In mathematics, strict positivity is a concept in measure theory. Intuitively, a strictly positive measure is one that is "nowhere zero", or that it is zero "only on points"....
     on non-empty open sets, and so its support
    Support (measure theory)

    In mathematics, the support of a Measure space ? on a measurable space topological space is a precise notion of where in the space X the measure "lives"....
     is the whole of Rn.
  11. If A is a Lebesgue measurable set with ?(A) = 0 (a null set
    Null set

    In mathematics, a null set is a set that is negligible in some sense. For different applications, the meaning of "negligible" varies. In measure theory, any set of measure 0 is called a null set ....
    ), then every subset of A is also a null set. A fortiori, every subset of A is measurable.
  12. If A is Lebesgue measurable and x is an element of Rn, then the translation of A by x, defined by A + x = , is also Lebesgue measurable and has the same measure as A.
  13. If A is Lebesgue measurable and , then the dilation of by defined by is also Lebesgue measurable and has measure .
  14. More generally, if T is a linear transformation
    Linear transformation

    In mathematics, a linear map is a function between two vector spaces that preserves the operations of vector addition and scalar multiplication....
     and A is a measurable subset of Rn, then T(A) is also Lebesgue measurable and has the measure .


All the above may be succinctly summarized as follows:

The Lebesgue measurable sets form a s-algebra
Sigma-algebra

In mathematics, a s-algebra over a Set X is a nonempty collection S of subsets of X that is Closure under complement ation and countable union s of its members....
 containing all products of intervals, and λ is the unique complete
Complete measure

In mathematics, a complete measure is a measure in which every subset of every null set is measurable . More formally, is complete if and only if...
 translation
Translation (geometry)

In Euclidean geometry, a translation is moving every point a constant distance in a specified direction. It is one of the Euclidean groups . A translation can also be interpreted as the addition of a constant vector space to every point, or as shifting the Origin of the coordinate system....
-invariant
Invariant (mathematics)

In mathematics, an invariant is something that does not change under a set of Transformation s. The property of being an invariant is invariance....
 measure
Measure (mathematics)

In mathematics, more specifically in measure theory, a measure on a set is a systematic way to assign to each suitable subset a number, intuitively interpreted as the size of the subset....
 on that σ-algebra with


The Lebesgue measure also has the property of being s-finite
Sigma-finite measure

In mathematics, a positive measure μ defined on a sigma-algebra Σ of subsets of a set X is called finite if μ is a finite real number ....
.

Null sets

A subset of Rn is a null set if, for every e > 0, it can be covered with countably many products of n intervals whose total volume is at most e. All countable sets are null sets.

If a subset of Rn has Hausdorff dimension
Hausdorff dimension

In mathematics, the Hausdorff dimension is an Extended real number line non-negative real number associated to any metric space. The Hausdorff dimension generalizes the notion of the dimension of a real vector space....
 less than n then it is a null set with respect to n-dimensional Lebesgue measure. Here Hausdorff dimension is relative to the Euclidean metric on Rn (or any metric Lipschitz
Lipschitz

Lipschitz may refer to:* Lipschitz continuity* Lipschitz domain...
 equivalent to it). On the other hand a set may have topological dimension less than n and have positive n-dimensional Lebesgue measure. An example of this is the Smith-Volterra-Cantor set
Smith-Volterra-Cantor set

In mathematics, the Smith-Volterra-Cantor set or the fat Cantor set is an example of a set of points on the real line R that is nowhere dense , yet has positive measure ....
 which has topological dimension 0 yet has positive 1-dimensional Lebesgue measure.

In order to show that a given set A is Lebesgue measurable, one usually tries to find a "nicer" set B which differs from A only by a null set (in the sense that the symmetric difference
Symmetric difference

In mathematics, the symmetric difference of two Set is the set of elements which are in one of the sets, but not in both. This operation is the set-theoretic kin of the exclusive disjunction in Boolean logic....
 (AB) (BA) is a null set) and then show that B can be generated using countable unions and intersections from open or closed sets.

Construction of the Lebesgue measure

The modern construction of the Lebesgue measure, based on outer measure
Outer measure

In mathematics, in particular in measure theory, an outer measure is a function defined on all subsets of a given Set with values in the extended real line satisfying some additional technical conditions....
s, is due to Carathéodory
Constantin Carathéodory

Constantin Carath?odory was a Greek mathematician. He made significant contributions to the real analysis, the calculus of variations, and measure theory....
. It proceeds as follows.

Fix . A box in is a set of the form , where . The volume of this box is defined to be

For any subset A of Rn, we can define its outer measure by:

We then define the set A to be Lebesgue measurable if

for all sets . These Lebesgue measurable sets form a s-algebra, and the Lebesgue measure is defined by ?(A) = ?*(A) for any Lebesgue measurable set A.

According to the Vitali theorem
Vitali set

In mathematics, a Vitali set is an elementary example of a set of real numbers that is not Lebesgue measure, named after Giuseppe Vitali. The Vitali theorem is the existence theorem that there are such sets....
 there exists a subset of the real numbers R that is not Lebesgue measurable. Much more is true: if A is any subset of of positive measure, then A has subsets which are not Lebesgue measurable.

Relation to other measures

The Borel measure
Borel measure

In mathematics, the Borel algebra is the smallest sigma-algebra on the real numbers R containing theinterval , and the Borel measure is the measure on this σ-algebra which gives to the interval [a, b] the measure ba ....
 agrees with the Lebesgue measure on those sets for which it is defined; however, there are many more Lebesgue-measurable sets than there are Borel measurable sets. The Borel measure is translation-invariant, but not complete
Complete measure

In mathematics, a complete measure is a measure in which every subset of every null set is measurable . More formally, is complete if and only if...
.

The Haar measure
Haar measure

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....
 can be defined on any locally compact group
Topological group

In mathematics, a topological group is a group G together with a topological space on G such that the group's binary operation and the group's inverse function are continuous function ....
 and is a generalization of the Lebesgue measure (Rn with addition is a locally compact group).

The Hausdorff measure (see Hausdorff dimension
Hausdorff dimension

In mathematics, the Hausdorff dimension is an Extended real number line non-negative real number associated to any metric space. The Hausdorff dimension generalizes the notion of the dimension of a real vector space....
) is a generalization of the Lebesgue measure that is useful for measuring the subsets of Rn of lower dimensions than n, like submanifold
Submanifold

In mathematics, a submanifold of a manifold M is a subset S which itself has the structure of a manifold, and for which the inclusion map SM satisfies certain properties....
s, for example, surfaces or curves in R³ and fractal
Fractal

A fractal is generally "a rough or fragmented Shape that can be split into parts, each of which is a reduced-size copy of the whole," a property called self-similarity....
 sets. The Hausdorff measure is not to be confused with the notion of Hausdorff dimension.

It can be shown that there is no infinite-dimensional analogue of Lebesgue measure
There is no infinite-dimensional Lebesgue measure

In mathematics, it is a theorem that there is no analogue of Lebesgue measure on an infinite-dimensional space. This fact forces mathematicians studying measure theory on infinite-dimensional spaces to use other kinds of measures: often, the abstract Wiener space construction is used....
.

History

Henri Lebesgue
Henri Lebesgue

Henri L?on Lebesgue was a France mathematician, most famous for his theory of integral. Lebesgue's integration theory was originally published in his dissertation, A summary of Henri Lebesgue's dissertation , at the University of Nancy in 1902....
 described his measure in 1901, followed the next year by his description of the Lebesgue integral
Lebesgue integration

Lebesgue integration refers to both the general theory of integration of a function with respect to a general measure , and to the specific case of integration of a function defined on a sub-domain of the real line or a higher dimensional Euclidean space with respect to the Lebesgue measure....
. Both were published as part of his dissertation in 1902.

See also

  • Lebesgue's density theorem
    Lebesgue's density theorem

    In mathematics, Lebesgue's density theorem states that for any Lebesgue measure A, the "density" of A is 1 at almost every point in A....