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In mathematical analysis, a null set is a Lebesgue measurable set of real numbers that has measure zero. This can be characterized as a set that can be covered by a countable union of intervals of arbitrarily small total length.
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The notion of null set should not be confused with the empty set as defined in set theory. Although the empty set has Lebesgue measure zero, there are also non-empty sets which are null. For example, any non-empty countable set of real numbers has Lebesgue measure zero and therefore is null.
More generally, on a given measure space a null set is a set such that
Examples
Every finite or countably infinite subset of the real numbers is a null set. For example, the set of natural numbers
, the set of rational numbers
and the set of algebraic numbers
are all countably infinite and therefore are null sets when considered as subsets of the real numbers.
The Cantor set is an example of an uncountable null set. It is uncountable because it contains all real numbers between 0 and 1 whose ternary form decimal expansion can be written using only 0’s and 2’s, and it is null because it is constructed by beginning with the closed interval of real numbers from 0 to 1 and multiplying the length by 2/3 continuously.
Definition
Suppose is a subset of the real line
such that for every
there exists a sequence
of open intervals (where interval
has length
such that
then
is a null set, also known as a set of zero-content.
In terminology of mathematical analysis, this definition requires that there be a sequence of open covers of for which the limit of the lengths of the covers is zero.
Properties
Let be a measure space. We have:
(by definition of
).
- Any countable union of null sets is itself a null set (by countable subadditivity of
).
- Any (measurable) subset of a null set is itself a null set (by monotonicity of
).
Together, these facts show that the null sets of form a 𝜎-ideal of the 𝜎-algebra
. Accordingly, null sets may be interpreted as negligible sets, yielding a measure-theoretic notion of "almost everywhere".
Lebesgue measure
The Lebesgue measure is the standard way of assigning a length, area or volume to subsets of Euclidean space.
A subset of
has null Lebesgue measure and is considered to be a null set in
if and only if:
- Given any positive number
there is a sequence
of intervals in
such that
is contained in the union of the
and the total length of the union is less than
This condition can be generalised to using
-cubes instead of intervals. In fact, the idea can be made to make sense on any manifold, even if there is no Lebesgue measure there.
For instance:
- With respect to
all singleton sets are null, and therefore all countable sets are null. In particular, the set
of rational numbers is a null set, despite being dense in
- The standard construction of the Cantor set is an example of a null uncountable set in
however other constructions are possible which assign the Cantor set any measure whatsoever.
- All the subsets of
whose dimension is smaller than
have null Lebesgue measure in
For instance straight lines or circles are null sets in
- Sard's lemma: the set of critical values of a smooth function has measure zero.
If is Lebesgue measure for
and π is Lebesgue measure for
, then the product measure
In terms of null sets, the following equivalence has been styled a Fubini's theorem:
- For
and
Uses
Null sets play a key role in the definition of the Lebesgue integral: if functions and
are equal except on a null set, then
is integrable if and only if
is, and their integrals are equal. This motivates the formal definition of
spaces as sets of equivalence classes of functions which differ only on null sets.
A measure in which all subsets of null sets are measurable is complete. Any non-complete measure can be completed to form a complete measure by asserting that subsets of null sets have measure zero. Lebesgue measure is an example of a complete measure; in some constructions, it is defined as the completion of a non-complete Borel measure.
A subset of the Cantor set which is not Borel measurable
The Borel measure is not complete. One simple construction is to start with the standard Cantor set which is closed hence Borel measurable, and which has measure zero, and to find a subset
of
which is not Borel measurable. (Since the Lebesgue measure is complete, this
is of course Lebesgue measurable.)
First, we have to know that every set of positive measure contains a nonmeasurable subset. Let be the Cantor function, a continuous function which is locally constant on
and monotonically increasing on
with
and
Obviously,
is countable, since it contains one point per component of
Hence
has measure zero, so
has measure one. We need a strictly monotonic function, so consider
Since
is strictly monotonic and continuous, it is a homeomorphism. Furthermore,
has measure one. Let
be non-measurable, and let
Because
is injective, we have that
and so
is a null set. However, if it were Borel measurable, then
would also be Borel measurable (here we use the fact that the preimage of a Borel set by a continuous function is measurable;
is the preimage of
through the continuous function
). Therefore
is a null, but non-Borel measurable set.
Haar null
In a separable Banach space addition moves any subset
to the translates
for any
When there is a probability measure μ on the σ-algebra of Borel subsets of
such that for all
then
is a Haar null set.
The term refers to the null invariance of the measures of translates, associating it with the complete invariance found with Haar measure.
Some algebraic properties of topological groups have been related to the size of subsets and Haar null sets. Haar null sets have been used in Polish groups to show that when A is not a meagre set then contains an open neighborhood of the identity element. This property is named for Hugo Steinhaus since it is the conclusion of the Steinhaus theorem.
See also
- Cantor function – Continuous function that is not absolutely continuous
- Empty set – Mathematical set containing no elements
- Measure (mathematics) – Generalization of mass, length, area and volume
- Nothing – Complete absence of anything; the opposite of everything
References
- Franks, John (2009). A (Terse) Introduction to Lebesgue Integration. The Student Mathematical Library. Vol. 48. American Mathematical Society. p. 28. doi:10.1090/stml/048. ISBN 978-0-8218-4862-3.
- van Douwen, Eric K. (1989). "Fubini's theorem for null sets". American Mathematical Monthly. 96 (8): 718–21. doi:10.1080/00029890.1989.11972270. JSTOR 2324722. MR 1019152.
- Matouskova, Eva (1997). "Convexity and Haar Null Sets" (PDF). Proceedings of the American Mathematical Society. 125 (6): 1793–1799. doi:10.1090/S0002-9939-97-03776-3. JSTOR 2162223.
- Solecki, S. (2005). "Sizes of subsets of groups and Haar null sets". Geometric and Functional Analysis. 15: 246–73. CiteSeerX 10.1.1.133.7074. doi:10.1007/s00039-005-0505-z. MR 2140632. S2CID 11511821.
- Dodos, Pandelis (2009). "The Steinhaus property and Haar-null sets". Bulletin of the London Mathematical Society. 41 (2): 377–44. arXiv:1006.2675. Bibcode:2010arXiv1006.2675D. doi:10.1112/blms/bdp014. MR 4296513. S2CID 119174196.
Further reading
- Capinski, Marek; Kopp, Ekkehard (2005). Measure, Integral and Probability. Springer. p. 16. ISBN 978-1-85233-781-0.
- Jones, Frank (1993). Lebesgue Integration on Euclidean Spaces. Jones & Bartlett. p. 107. ISBN 978-0-86720-203-8.
- Oxtoby, John C. (1971). Measure and Category. Springer-Verlag. p. 3. ISBN 978-0-387-05349-3.
In mathematical analysis a null set is a Lebesgue measurable set of real numbers that has measure zero This can be characterized as a set that can be covered by a countable union of intervals of arbitrarily small total length The Sierpinski triangle is an example of a null set of points in R2 displaystyle mathbb R 2 The notion of null set should not be confused with the empty set as defined in set theory Although the empty set has Lebesgue measure zero there are also non empty sets which are null For example any non empty countable set of real numbers has Lebesgue measure zero and therefore is null More generally on a given measure space M X S m displaystyle M X Sigma mu a null set is a set S S displaystyle S in Sigma such that m S 0 displaystyle mu S 0 ExamplesEvery finite or countably infinite subset of the real numbers R displaystyle mathbb R is a null set For example the set of natural numbers N displaystyle mathbb N the set of rational numbers Q displaystyle mathbb Q and the set of algebraic numbers A displaystyle mathbb A are all countably infinite and therefore are null sets when considered as subsets of the real numbers The Cantor set is an example of an uncountable null set It is uncountable because it contains all real numbers between 0 and 1 whose ternary form decimal expansion can be written using only 0 s and 2 s and it is null because it is constructed by beginning with the closed interval of real numbers from 0 to 1 and multiplying the length by 2 3 continuously DefinitionSuppose A displaystyle A is a subset of the real line R displaystyle mathbb R such that for every e gt 0 displaystyle varepsilon gt 0 there exists a sequence U1 U2 displaystyle U 1 U 2 ldots of open intervals where interval Un an bn R displaystyle U n a n b n subseteq mathbb R has length length Un bn an displaystyle operatorname length U n b n a n such that A n 1 Un and n 1 length Un lt e displaystyle A subseteq bigcup n 1 infty U n textrm and sum n 1 infty operatorname length U n lt varepsilon then A displaystyle A is a null set also known as a set of zero content In terminology of mathematical analysis this definition requires that there be a sequence of open covers of A displaystyle A for which the limit of the lengths of the covers is zero PropertiesLet X S m displaystyle X Sigma mu be a measure space We have m 0 displaystyle mu varnothing 0 by definition of m displaystyle mu Any countable union of null sets is itself a null set by countable subadditivity of m displaystyle mu Any measurable subset of a null set is itself a null set by monotonicity of m displaystyle mu Together these facts show that the null sets of X S m displaystyle X Sigma mu form a 𝜎 ideal of the 𝜎 algebra S displaystyle Sigma Accordingly null sets may be interpreted as negligible sets yielding a measure theoretic notion of almost everywhere Lebesgue measureThe Lebesgue measure is the standard way of assigning a length area or volume to subsets of Euclidean space A subset N displaystyle N of R displaystyle mathbb R has null Lebesgue measure and is considered to be a null set in R displaystyle mathbb R if and only if Given any positive number e displaystyle varepsilon there is a sequence I1 I2 displaystyle I 1 I 2 ldots of intervals in R displaystyle mathbb R such that N displaystyle N is contained in the union of the I1 I2 displaystyle I 1 I 2 ldots and the total length of the union is less than e displaystyle varepsilon This condition can be generalised to Rn displaystyle mathbb R n using n displaystyle n cubes instead of intervals In fact the idea can be made to make sense on any manifold even if there is no Lebesgue measure there For instance With respect to Rn displaystyle mathbb R n all singleton sets are null and therefore all countable sets are null In particular the set Q displaystyle mathbb Q of rational numbers is a null set despite being dense in R displaystyle mathbb R The standard construction of the Cantor set is an example of a null uncountable set in R displaystyle mathbb R however other constructions are possible which assign the Cantor set any measure whatsoever All the subsets of Rn displaystyle mathbb R n whose dimension is smaller than n displaystyle n have null Lebesgue measure in Rn displaystyle mathbb R n For instance straight lines or circles are null sets in R2 displaystyle mathbb R 2 Sard s lemma the set of critical values of a smooth function has measure zero If l displaystyle lambda is Lebesgue measure for R displaystyle mathbb R and p is Lebesgue measure for R2 displaystyle mathbb R 2 then the product measure l l p displaystyle lambda times lambda pi In terms of null sets the following equivalence has been styled a Fubini s theorem For A R2 displaystyle A subset mathbb R 2 and Ax y x y A displaystyle A x y x y in A p A 0 l x l Ax gt 0 0 displaystyle pi A 0 iff lambda left left x lambda left A x right gt 0 right right 0 UsesNull sets play a key role in the definition of the Lebesgue integral if functions f displaystyle f and g displaystyle g are equal except on a null set then f displaystyle f is integrable if and only if g displaystyle g is and their integrals are equal This motivates the formal definition of Lp displaystyle L p spaces as sets of equivalence classes of functions which differ only on null sets A measure in which all subsets of null sets are measurable is complete Any non complete measure can be completed to form a complete measure by asserting that subsets of null sets have measure zero Lebesgue measure is an example of a complete measure in some constructions it is defined as the completion of a non complete Borel measure A subset of the Cantor set which is not Borel measurable The Borel measure is not complete One simple construction is to start with the standard Cantor set K displaystyle K which is closed hence Borel measurable and which has measure zero and to find a subset F displaystyle F of K displaystyle K which is not Borel measurable Since the Lebesgue measure is complete this F displaystyle F is of course Lebesgue measurable First we have to know that every set of positive measure contains a nonmeasurable subset Let f displaystyle f be the Cantor function a continuous function which is locally constant on Kc displaystyle K c and monotonically increasing on 0 1 displaystyle 0 1 with f 0 0 displaystyle f 0 0 and f 1 1 displaystyle f 1 1 Obviously f Kc displaystyle f K c is countable since it contains one point per component of Kc displaystyle K c Hence f Kc displaystyle f K c has measure zero so f K displaystyle f K has measure one We need a strictly monotonic function so consider g x f x x displaystyle g x f x x Since g displaystyle g is strictly monotonic and continuous it is a homeomorphism Furthermore g K displaystyle g K has measure one Let E g K displaystyle E subseteq g K be non measurable and let F g 1 E displaystyle F g 1 E Because g displaystyle g is injective we have that F K displaystyle F subseteq K and so F displaystyle F is a null set However if it were Borel measurable then f F displaystyle f F would also be Borel measurable here we use the fact that the preimage of a Borel set by a continuous function is measurable g F g 1 1 F displaystyle g F g 1 1 F is the preimage of F displaystyle F through the continuous function h g 1 displaystyle h g 1 Therefore F displaystyle F is a null but non Borel measurable set Haar nullIn a separable Banach space X displaystyle X cdot addition moves any subset A X displaystyle A subseteq X to the translates A x displaystyle A x for any x X displaystyle x in X When there is a probability measure m on the s algebra of Borel subsets of X displaystyle X such that for all x displaystyle x m A x 0 displaystyle mu A x 0 then A displaystyle A is a Haar null set The term refers to the null invariance of the measures of translates associating it with the complete invariance found with Haar measure Some algebraic properties of topological groups have been related to the size of subsets and Haar null sets Haar null sets have been used in Polish groups to show that when A is not a meagre set then A 1A displaystyle A 1 A contains an open neighborhood of the identity element This property is named for Hugo Steinhaus since it is the conclusion of the Steinhaus theorem See alsoCantor function Continuous function that is not absolutely continuous Empty set Mathematical set containing no elements Measure mathematics Generalization of mass length area and volume Nothing Complete absence of anything the opposite of everythingReferencesFranks John 2009 A Terse Introduction to Lebesgue Integration The Student Mathematical Library Vol 48 American Mathematical Society p 28 doi 10 1090 stml 048 ISBN 978 0 8218 4862 3 van Douwen Eric K 1989 Fubini s theorem for null sets American Mathematical Monthly 96 8 718 21 doi 10 1080 00029890 1989 11972270 JSTOR 2324722 MR 1019152 Matouskova Eva 1997 Convexity and Haar Null Sets PDF Proceedings of the American Mathematical Society 125 6 1793 1799 doi 10 1090 S0002 9939 97 03776 3 JSTOR 2162223 Solecki S 2005 Sizes of subsets of groups and Haar null sets Geometric and Functional Analysis 15 246 73 CiteSeerX 10 1 1 133 7074 doi 10 1007 s00039 005 0505 z MR 2140632 S2CID 11511821 Dodos Pandelis 2009 The Steinhaus property and Haar null sets Bulletin of the London Mathematical Society 41 2 377 44 arXiv 1006 2675 Bibcode 2010arXiv1006 2675D doi 10 1112 blms bdp014 MR 4296513 S2CID 119174196 Further readingCapinski Marek Kopp Ekkehard 2005 Measure Integral and Probability Springer p 16 ISBN 978 1 85233 781 0 Jones Frank 1993 Lebesgue Integration on Euclidean Spaces Jones amp Bartlett p 107 ISBN 978 0 86720 203 8 Oxtoby John C 1971 Measure and Category Springer Verlag p 3 ISBN 978 0 387 05349 3