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In measure theory, a branch of
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 Lebesgue measure, named after
French French (french: français(e), link=no) may refer to: * Something of, from, or related to France ** French language, which originated in France, and its various dialects and accents ** French people, a nation and ethnic group identified with Franc ...
mathematician
Henri Lebesgue Henri Léon Lebesgue (; June 28, 1875 – July 26, 1941) was a French mathematician known for his theory of integration, which was a generalization of the 17th-century concept of integration—summing the area between an axis and the curve of ...
, is the standard way of assigning a measure to
subset In mathematics, set ''A'' is a subset of a set ''B'' if all elements of ''A'' are also elements of ''B''; ''B'' is then a superset of ''A''. It is possible for ''A'' and ''B'' to be equal; if they are unequal, then ''A'' is a proper subset of ...
s of ''n''-dimensional
Euclidean space Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, that is, in Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics there are Euclidea ...
. For ''n'' = 1, 2, or 3, it coincides with the standard measure of length,
area Area is the quantity that expresses the extent of a region on the plane or on a curved surface. The area of a plane region or ''plane area'' refers to the area of a shape or planar lamina, while '' surface area'' refers to the area of an op ...
, or
volume Volume is a measure of occupied three-dimensional space. It is often quantified numerically using SI derived units (such as the cubic metre and litre) or by various imperial or US customary units (such as the gallon, quart, cubic inch). ...
. In general, it is also called ''n''-dimensional volume, ''n''-volume, or simply volume. It is used throughout real analysis, in particular to define
Lebesgue integration In mathematics, the integral of a non-negative function of a single variable can be regarded, in the simplest case, as the area between the graph of that function and the -axis. The Lebesgue integral, named after French mathematician Henri Le ...
. Sets that can be assigned a Lebesgue measure are called Lebesgue-measurable; the measure of the Lebesgue-measurable set ''A'' is here denoted by ''λ''(''A''). Henri Lebesgue described this measure in the year 1901, followed the next year by his description of the Lebesgue integral. Both were published as part of his dissertation in 1902.


Definition

For any interval I = ,b/math>, or I = (a, b), in the set \mathbb of real numbers, let \ell(I)= b - a denote its length. For any subset E\subseteq\mathbb, the Lebesgue outer measure \lambda^(E) is defined as an infimum :\lambda^(E) = \inf \left\. Some sets E satisfy the Carathéodory criterion, which requires that for every A\subseteq \mathbb, :\lambda^(A) = \lambda^(A \cap E) + \lambda^(A \cap E^c). The set of all such E forms a ''σ''-algebra. For any such E, its Lebesgue measure is defined to be its Lebesgue outer measure: \lambda(E) = \lambda^(E). A set E that does not satisfy the Carathéodory criterion is not Lebesgue-measurable. Non-measurable sets do exist; an example is the Vitali sets.


Intuition

The first part of the definition states that the subset E of the real numbers is reduced to its outer measure by coverage by sets of open intervals. Each of these sets of intervals I covers E in a sense, since the union of these intervals contains E. The total length of any covering interval set may overestimate the measure of E, because E is a subset of the union of the intervals, and so the intervals may include points which are not in E. The Lebesgue outer measure emerges as the greatest lower bound (infimum) of the lengths from among all possible such sets. Intuitively, it is the total length of those interval sets which fit E most tightly and do not overlap. That characterizes the Lebesgue outer measure. Whether this outer measure translates to the Lebesgue measure proper depends on an additional condition. This condition is tested by taking subsets A of the real numbers using E as an instrument to split A into two partitions: the part of A which intersects with E and the remaining part of A which is not in E: the set difference of A and E. These partitions of A are subject to the outer measure. If for all possible such subsets A of the real numbers, the partitions of A cut apart by E have outer measures whose sum is the outer measure of A, then the outer Lebesgue measure of E gives its Lebesgue measure. Intuitively, this condition means that the set E must not have some curious properties which causes a discrepancy in the measure of another set when E is used as a "mask" to "clip" that set, hinting at the existence of sets for which the Lebesgue outer measure does not give the Lebesgue measure. (Such sets are, in fact, not Lebesgue-measurable.)


Examples

* Any closed interval of
real number In mathematics, a real number is a number that can be used to measure a ''continuous'' one-dimensional quantity such as a distance, duration or temperature. Here, ''continuous'' means that values can have arbitrarily small variations. Every ...
s is Lebesgue-measurable, and its Lebesgue measure is the length . The open interval has the same measure, since the difference between the two sets consists only of the end points ''a'' and ''b'', which each have measure zero. * Any Cartesian product of intervals and is Lebesgue-measurable, and its Lebesgue measure is , the area of the corresponding rectangle. * Moreover, every
Borel set In mathematics, a Borel set is any set in a topological space that can be formed from open sets (or, equivalently, from closed sets) through the operations of countable union, countable intersection, and relative complement. Borel sets are na ...
is Lebesgue-measurable. However, there are Lebesgue-measurable sets which are not Borel sets. * Any countable set of real numbers has Lebesgue measure 0. In particular, the Lebesgue measure of the set of algebraic numbers is 0, even though the set is dense in R. * The Cantor set and the set of Liouville numbers are examples of
uncountable set In mathematics, an uncountable set (or uncountably infinite set) is an infinite set that contains too many elements to be countable. The uncountability of a set is closely related to its cardinal number: a set is uncountable if its cardinal nu ...
s that have Lebesgue measure 0. * If the axiom of determinacy holds then all sets of reals are Lebesgue-measurable. Determinacy is however not compatible with the
axiom of choice In mathematics, the axiom of choice, or AC, is an axiom of set theory equivalent to the statement that ''a Cartesian product of a collection of non-empty sets is non-empty''. Informally put, the axiom of choice says that given any collection ...
. * Vitali sets are examples of sets that are not measurable with respect to the Lebesgue measure. Their existence relies on the
axiom of choice In mathematics, the axiom of choice, or AC, is an axiom of set theory equivalent to the statement that ''a Cartesian product of a collection of non-empty sets is non-empty''. Informally put, the axiom of choice says that given any collection ...
. * Osgood curves are simple plane curves with positive Lebesgue measure (it can be obtained by small variation of the
Peano curve In geometry, the Peano curve is the first example of a space-filling curve to be discovered, by Giuseppe Peano in 1890. Peano's curve is a surjective, continuous function from the unit interval onto the unit square, however it is not in ...
construction). The
dragon curve A dragon curve is any member of a family of self-similar fractal curves, which can be approximated by recursive methods such as Lindenmayer systems. The dragon curve is probably most commonly thought of as the shape that is generated from rep ...
is another unusual example. * Any line in \mathbb^n, for n \geq 2, has a zero Lebesgue measure. In general, every proper hyperplane has a zero Lebesgue measure in its ambient space.


Properties

The Lebesgue measure on R''n'' has the following properties: # If ''A'' is a cartesian product of intervals ''I''1 × ''I''2 × ⋯ × ''I''''n'', then ''A'' is Lebesgue-measurable and \lambda (A)=, I_1, \cdot , I_2, \cdots , I_n, . # If ''A'' is a disjoint union of
countably many In mathematics, a set is countable if either it is finite or it can be made in one to one correspondence with the set of natural numbers. Equivalently, a set is ''countable'' if there exists an injective function from it into the natural numbe ...
disjoint Lebesgue-measurable sets, then ''A'' is itself Lebesgue-measurable and ''λ''(''A'') is equal to the sum (or infinite series) of the measures of the involved measurable sets. # If ''A'' is Lebesgue-measurable, then so is its complement. # ''λ''(''A'') ≥ 0 for every Lebesgue-measurable set ''A''. # If ''A'' and ''B'' are Lebesgue-measurable and ''A'' is a subset of ''B'', then ''λ''(''A'') ≤ ''λ''(''B''). (A consequence of 2.) # Countable unions and
intersections In mathematics, the intersection of two or more objects is another object consisting of everything that is contained in all of the objects simultaneously. For example, in Euclidean geometry, when two lines in a plane are not parallel, their ...
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 does not need to be closed under countable unions: \.) # If ''A'' is an
open Open or OPEN may refer to: Music * Open (band), Australian pop/rock band * The Open (band), English indie rock band * Open (Blues Image album), ''Open'' (Blues Image album), 1969 * Open (Gotthard album), ''Open'' (Gotthard album), 1999 * Open (C ...
or
closed Closed may refer to: Mathematics * Closure (mathematics), a set, along with operations, for which applying those operations on members always results in a member of the set * Closed set, a set which contains all its limit points * Closed interval, ...
subset of R''n'' (or even
Borel set In mathematics, a Borel set is any set in a topological space that can be formed from open sets (or, equivalently, from closed sets) through the operations of countable union, countable intersection, and relative complement. Borel sets are na ...
, see
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 setti ...
), then ''A'' is Lebesgue-measurable. # If ''A'' is a Lebesgue-measurable set, then it is "approximately open" and "approximately closed" in the sense of Lebesgue measure. # A Lebesgue-measurable set can be "squeezed" between a containing open set and a contained closed set. This property has been used as an alternative definition of Lebesgue measurability. More precisely, E\subset \mathbb is Lebesgue-measurable if and only if for every \varepsilon>0 there exist an open set G and a closed set F such that F\subset E\subset G and \lambda(G\setminus F)<\varepsilon. # A Lebesgue-measurable set can be "squeezed" between a containing G''δ'' set and a contained F''σ''. I.e, if ''A'' is Lebesgue-measurable then there exist a G''δ'' set ''G'' and an F''σ'' ''F'' such that ''G'' ⊇ ''A'' ⊇ ''F'' and ''λ''(''G'' \ ''A'') = ''λ''(''A'' \ ''F'') = 0. # Lebesgue measure is both locally finite and inner regular, and so it is a Radon measure. # Lebesgue measure is strictly positive on non-empty open sets, and so its
support Support may refer to: Arts, entertainment, and media * Supporting character Business and finance * Support (technical analysis) * Child support * Customer support * Income Support Construction * Support (structure), or lateral support, a ...
is the whole of R''n''. # If ''A'' is a Lebesgue-measurable set with ''λ(''A'') = 0 (a null set), then every subset of ''A'' is also a null set. A fortiori, every subset of ''A'' is measurable. # If ''A'' is Lebesgue-measurable and ''x'' is an element of R''n'', then the ''translation of ''A'' by x'', defined by ''A'' + ''x'' = , is also Lebesgue-measurable and has the same measure as ''A''. # If ''A'' is Lebesgue-measurable and \delta>0, then the ''dilation of A by \delta'' defined by \delta A=\ is also Lebesgue-measurable and has measure \delta^\lambda\,(A). # More generally, if ''T'' is a linear transformation and ''A'' is a measurable subset of R''n'', then ''T''(''A'') is also Lebesgue-measurable and has the measure \left, \det(T)\ \lambda(A). All the above may be succinctly summarized as follows (although the last two assertions are non-trivially linked to the following): : The Lebesgue-measurable sets form a ''σ''-algebra containing all products of intervals, and ''λ'' is the unique
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 ...
translation-invariant measure on that σ-algebra with \lambda( ,1times , 1times \cdots \times , 1=1. The Lebesgue measure also has the property of being ''σ''-finite.


Null sets

A subset of R''n'' is a ''null set'' if, for every ε > 0, it can be covered with countably many products of ''n'' intervals whose total volume is at most ε. All countable sets are null sets. If a subset of R''n'' has
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 ...
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 R''n'' (or any metric
Lipschitz Lipschitz, Lipshitz, or Lipchitz, is an Ashkenazi Jewish (Yiddish/German-Jewish) surname. The surname has many variants, including: Lifshitz ( Lifschitz), Lifshits, Lifshuts, Lefschetz; Lipschitz, Lipshitz, Lipshits, Lopshits, Lipschutz (Lip ...
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 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 (''A'' − ''B'') ∪ (''B'' − ''A'') 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 is an application of Carathéodory's extension theorem. It proceeds as follows. Fix . A box in R''n'' is a set of the form :B=\prod_^n _i,b_i\, , where , and the product symbol here represents a Cartesian product. The volume of this box is defined to be :\operatorname(B)=\prod_^n (b_i-a_i) \, . For ''any'' subset ''A'' of R''n'', we can define its outer measure ''λ''*(''A'') by: :\lambda^*(A) = \inf \left\ . We then define the set ''A'' to be Lebesgue-measurable if for every subset ''S'' of R''n'', :\lambda^*(S) = \lambda^*(S \cap A) + \lambda^*(S \setminus A) \, . These Lebesgue-measurable sets form a ''σ''-algebra, and the Lebesgue measure is defined by for any Lebesgue-measurable set ''A''. The existence of sets that are not Lebesgue-measurable is a consequence of the set-theoretical
axiom of choice In mathematics, the axiom of choice, or AC, is an axiom of set theory equivalent to the statement that ''a Cartesian product of a collection of non-empty sets is non-empty''. Informally put, the axiom of choice says that given any collection ...
, which is independent from many of the conventional systems of axioms for
set theory Set theory is the branch of mathematical logic that studies sets, which can be informally described as collections of objects. Although objects of any kind can be collected into a set, set theory, as a branch of mathematics, is mostly concern ...
. The Vitali theorem, which follows from the axiom, states that there exist subsets of R that are not Lebesgue-measurable. Assuming the axiom of choice, non-measurable sets with many surprising properties have been demonstrated, such as those of the Banach–Tarski paradox. In 1970,
Robert M. Solovay Robert Martin Solovay (born December 15, 1938) is an American mathematician specializing in set theory. Biography Solovay earned his Ph.D. from the University of Chicago in 1964 under the direction of Saunders Mac Lane, with a dissertation on '' ...
showed that the existence of sets that are not Lebesgue-measurable is not provable within the framework of Zermelo–Fraenkel set theory in the absence of the axiom of choice (see
Solovay's model In the mathematical field of set theory, the Solovay model is a model constructed by in which all of the axioms of Zermelo–Fraenkel set theory (ZF) hold, exclusive of the axiom of choice, but in which all sets of real numbers are Lebesgue mea ...
).


Relation to other measures

The Borel measure 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 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 ...
. The Haar measure can be defined on any locally compact group and is a generalization of the Lebesgue measure (R''n'' with addition is a locally compact group). The
Hausdorff measure In mathematics, Hausdorff measure is a generalization of the traditional notions of area and volume to non-integer dimensions, specifically fractals and their Hausdorff dimensions. It is a type of outer measure, named for Felix Hausdorff, that ...
is a generalization of the Lebesgue measure that is useful for measuring the subsets of R''n'' of lower dimensions than ''n'', like submanifolds, for example, surfaces or curves in R3 and fractal sets. The Hausdorff measure is not to be confused with the notion of
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 ...
. It can be shown that there is no infinite-dimensional analogue of Lebesgue measure.


See also

* Lebesgue's density theorem * Lebesgue measure of the set of Liouville numbers * Non-measurable set ** Vitali set


References

{{Measure theory Measures (measure theory)