Difference between revisions of "Outer measure"
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− | + | {{MSC|28A}} | |
− | + | [[Category:Classical measure theory]] | |
− | + | {{TEX|done}} | |
− | + | ==Definition== | |
+ | An outer measure is a [[Set function|set function]] $\mu$ such that | ||
+ | * Its domain of definition is an hereditary [[Ring of sets|$\sigma$-ring]] (also called $\sigma$-ideal) of subsets of a given space $X$, i.e. a $\sigma$-ring $\mathcal{R}\subset \mathcal{P} (X)$ with the property that for every $E\in \mathcal{R}$ all subsets of $E$ belong to $\mathcal{R}$; | ||
+ | * Its range is the extended real half-line $[0, \infty$]; | ||
+ | * $\mu (\emptyset) =0$ and $\mu$ is ''$\sigma$-subadditive'' (also called ''countably subadditive''), i.e. for every countable family $\{E_i\}\subset \mathcal{R}$ the following inequality holds: | ||
+ | \[ | ||
+ | \mu \left(\bigcup_i E_i\right) \leq \sum_i \mu (E_i)\, . | ||
+ | \] | ||
+ | Cp. with Section 10 of {{Cite|Ha}} and with Section 1.1 of {{Cite|EG}}. | ||
+ | The most common outer measures are defined on the full space $\mathcal{P} (X)$ of subsets of $X$. Indeed observe that, if an hereditary $\sigma$-ring is also an [[Algebra of sets|algebra]], then it must contain $X$ and hence it coincides necessarily with $\mathcal{P} (X)$. | ||
− | + | ===Measurable sets=== | |
+ | There is a commonly used procedure to derive a measure from an outer measure $\mu$ on an hereditary $\sigma$-ring $\mathcal{R}$ (cp. with Section 11 of {{Cite|Ha}} and Section 1.1 of {{Cite|EG}}). | ||
− | + | '''Definition 1''' | |
+ | If $\mu:\mathcal{R}\to [0, \infty]$ is an outer measure, then a set $M\in \mathcal{R}$ is called $\mu$-measurable if | ||
+ | \[ | ||
+ | \mu (A\cap M) + \mu (A\setminus M) = \mu (A) \qquad \forall A\in \mathcal{R}\, . | ||
+ | \] | ||
− | + | '''Theorem 2''' | |
+ | If $\mu:\mathcal{R}\to [0, \infty]$ is an outer measure, then the class $\mathcal{M}$ of $\mu$-measurable sets is a $\sigma$-ring and $\mu$ is countably additive on $\mathcal{M}$, i.e. | ||
+ | \[ | ||
+ | \mu \left(\bigcup_i E_i\right) = \sum_i \mu (E_i) | ||
+ | \] | ||
+ | whenever $\{E_i\}\subset \mathcal{M}$ is a countable collection of pairwise disjoint sets. | ||
− | + | When $\mathcal{R} = \mathcal{P} (X)$, then it follows trivially from the definition that $X\in \mathcal{M}$: thus $\mathcal{M}$ is in fact a [[Algebra of sets|$\sigma$-algebra]]. Therefore $(X, \mathcal{M}, \mu)$ is a [[Measure space|measure space]]. | |
− | + | ==Caratheodory criterion== | |
+ | An important class of outer measures on metric spaces $X$ are the ones satisfying the so-called Caratheodory criterion (called ''metric outer measures'' or [[Caratheodory measure|Caratheodory measures]]): for such $\mu$ the [[Borel set|Borel sets]] are $\mu$-measurable. | ||
− | + | '''Definition 3''' | |
+ | An outer measure $\mu: \mathcal{P} (X) \to [0, \infty]$ on a metric space $(X,d)$ is a [[Caratheodory measure]] if | ||
+ | \[ | ||
+ | \mu (A\cup B) = \mu (A) + \mu (B) | ||
+ | \] | ||
+ | for every pair of sets $A, B\subset X$ which have positive distance (i.e. such that $\inf \{d(x,y): x\in A, y\in B\} > 0$). | ||
− | + | '''Theorem 4''' | |
+ | If $\mu$ is a Caratheodory measure, then every Borel set is $\mu$-measurable. | ||
− | + | Cp. with Theorem 5 of {{Cite|EG}}. | |
− | |||
+ | ===Regular and Borel regular outer measures=== | ||
+ | Several authors call regular those outer measures $\mu$ on $\mathcal{P} (X)$ such that for every $E\subset X$ there is a $\mu$-measurable set $F$ with $E\subset F$ and $\mu (E) = \mu (F)$. They moreover call $\mu$ Borel regular if the Borel sets are $\mu$-measurable and for every $E\subset X$ there is a ''Borel set'' $G$ with $E\subset G$ and $\mu (E) = \mu (G)$. Cp. with Section 1.1 of {{Cite|EG}}. | ||
+ | ==Constructions of outer measures== | ||
+ | ===Outer measures induced by measures=== | ||
+ | A common procedure to construct outer measures $\mu$ from a set function $\nu$ is the following. | ||
− | == | + | '''Definition 5''' |
+ | If $\mathcal{C}$ is class of subsets of $X$ containing the empty set and $\nu : \mathcal{C}\to [0, \infty]$ a set function with $\nu (\emptyset) =0$, for every set $A\subset X$ we define | ||
+ | \begin{equation}\label{e:extension} | ||
+ | \mu (A) = \inf \left\{ \sum_i \mu (E_i) : \{E_i\}_{i\in \mathbb N} \subset \mathcal{C} \mbox{ covers $A$}\right\}\, . | ||
+ | \end{equation} | ||
+ | Here we use the convention that $\mu (A) = \infty$ when $A\not \in \mathcal{H}$ (cp. for instance with {{Cite|Mu}}). | ||
+ | Some authors define such $\mu$ on the hereditary $\sigma$-ring $\mathcal{H}$ of subsets of $X$ for which there is a countable covering in $\mathcal{C}$ (cp. with Section 10 of {{Cite|Ha}}). | ||
− | ==== | + | '''Theorem 6''' |
− | + | If $\nu$ and $\mu$ are as in Definition 5, then $\mu$ is an outer measure on $\mathcal{P} (X)$. If in addition | |
+ | * $\mathcal{C}$ is a ring and $\nu$ is a finitely additive set function, then $\mu (E) = \nu (E)$ for every $E\in \mathcal{C}$; | ||
+ | * $\mathcal{C}$ is a $\sigma$-ring and $\nu$ is countably additive, then the elements of $\mathcal{C}$ are $\mu$-measurable. | ||
+ | |||
+ | Cp. with Theorem A of Section 10 and Theorem A in Section 12 of {{Cite|Ha}} (NB: the proof given in {{Cite|Ha}} of $\sigma$-subadditivity of $\mu$ does not use the assumption that $\nu$ is finitely additive). | ||
+ | |||
+ | ===Caratheodory constructions of metric outer measures=== | ||
+ | A second common procedure yields metric outer measures in metric spaces $(X, d)$ and goes as follows. | ||
+ | |||
+ | '''Definition 7''' | ||
+ | If $\mathcal{C}$ is class of subsets of $X$ containing the empty set, $\nu : \mathcal{C}\to [0, \infty]$ a set function with $\nu (\emptyset) =0$ and $\delta\in ]0, \infty]$, then for every $A\subset X$ we define | ||
+ | \[ | ||
+ | \mu^\delta (A) := \inf \left\{ \sum_i \mu (E_i) : \{E_i\}_{i\in \mathbb N} \subset \mathcal{C} \mbox{ covers $A$ and ${\rm diam}\, (E_i) \leq \delta$}\right\}\, | ||
+ | \] | ||
+ | and | ||
+ | \[ | ||
+ | \mu (A) := \lim_{\delta\downarrow 0}\; \mu^\delta (A)\, . | ||
+ | \] | ||
+ | |||
+ | Observe that the latter limit exists because $\mu^\delta (A)$ is a nonincreasing function of $\delta$. | ||
+ | This construction is often called ''Caratheodory construction''. See Section 2.1 of {{Cite|KP}} (cp. also with {{Cite|Fe}}). | ||
+ | |||
+ | '''Theorem 8''' | ||
+ | Let $\nu$ and $\mu$ be as in Definition 7. Then $\mu$ is a metric outer measure. | ||
+ | |||
+ | (Cp. with Claims 1,2 and 3 in the proof of Theorem 1 in Section 2.1 of {{Cite|EG}}: although the reference handles the cases of Hausdorff measures, the proof extends verbatim to the setting above). | ||
+ | |||
+ | '''Remark 9''' | ||
+ | The [[Hausdorff measure]] $\mathcal{H}^\alpha$ is given by such $\mu$ as in Definition 7 when we choose $\mathcal{C} = \mathcal{P} (X)$ and $\nu (A) = c_\alpha ({\rm diam}\, (A))^\alpha$ (where $c_\alpha$ is an appropriate normalization constant). | ||
+ | |||
+ | ==Examples== | ||
+ | Very common examples of outer measures are | ||
+ | * The Lebesgue outer measure on $\mathbb R^n$, see [[Lebesgue measure]]; | ||
+ | * The Haudorff $\alpha$-dimensional measures on a metric space $(X,d)$, see [[Hausdorff measure]]; | ||
+ | * The spherical $\alpha$-dimensional measures on a metric space $(X,d)$, see Section 2.1.2 of {{Cite|KP}}; | ||
+ | * The Gross measures, the Caratheodory measures, the integral-geometric measures and the Gillespie measures in $\mathbb R^n$, see Sections 2.1.3-2.1.4-2.1.5 of {{Cite|KP}} (cp. also with {{Cite|Fe}}). | ||
+ | |||
+ | ==References== | ||
+ | {| | ||
+ | |- | ||
+ | |valign="top"|{{Ref|EG}}|| L.C. Evans, R.F. Gariepy, "Measure theory and fine properties of functions" Studies in Advanced Mathematics. CRC Press, Boca Raton, FL, 1992. {{MR|1158660}} {{ZBL|0804.2800}} | ||
+ | |- | ||
+ | |valign="top"|{{Ref|Fe}}|| H. Federer, "Geometric measure theory". Volume 153 of Die Grundlehren der mathematischen Wissenschaften. Springer-Verlag New York Inc., New York, 1969. {{MR|0257325}} {{ZBL|0874.49001}} | ||
+ | |- | ||
+ | |valign="top"|{{Ref|Ha}}|| P.R. Halmos, "Measure theory" , v. Nostrand (1950) {{MR|0033869}} {{ZBL|0040.16802}} | ||
+ | |- | ||
+ | |valign="top"|{{Ref|KP}}|| S. G. Krantz, H. Parks, "Geometric Integration Theory", Birkhäuser (2008). | ||
+ | |- | ||
+ | |valign="top"|{{Ref|Ma}}|| P. Mattila, "Geometry of sets and measures in euclidean spaces". Cambridge Studies in Advanced Mathematics, 44. Cambridge University Press, Cambridge, 1995. {{MR|1333890}} {{ZBL|0911.28005}} | ||
+ | |- | ||
+ | |} |
Revision as of 18:42, 20 September 2012
2020 Mathematics Subject Classification: Primary: 28A [MSN][ZBL]
Definition
An outer measure is a set function $\mu$ such that
- Its domain of definition is an hereditary $\sigma$-ring (also called $\sigma$-ideal) of subsets of a given space $X$, i.e. a $\sigma$-ring $\mathcal{R}\subset \mathcal{P} (X)$ with the property that for every $E\in \mathcal{R}$ all subsets of $E$ belong to $\mathcal{R}$;
- Its range is the extended real half-line $[0, \infty$];
- $\mu (\emptyset) =0$ and $\mu$ is $\sigma$-subadditive (also called countably subadditive), i.e. for every countable family $\{E_i\}\subset \mathcal{R}$ the following inequality holds:
\[ \mu \left(\bigcup_i E_i\right) \leq \sum_i \mu (E_i)\, . \] Cp. with Section 10 of [Ha] and with Section 1.1 of [EG]. The most common outer measures are defined on the full space $\mathcal{P} (X)$ of subsets of $X$. Indeed observe that, if an hereditary $\sigma$-ring is also an algebra, then it must contain $X$ and hence it coincides necessarily with $\mathcal{P} (X)$.
Measurable sets
There is a commonly used procedure to derive a measure from an outer measure $\mu$ on an hereditary $\sigma$-ring $\mathcal{R}$ (cp. with Section 11 of [Ha] and Section 1.1 of [EG]).
Definition 1 If $\mu:\mathcal{R}\to [0, \infty]$ is an outer measure, then a set $M\in \mathcal{R}$ is called $\mu$-measurable if \[ \mu (A\cap M) + \mu (A\setminus M) = \mu (A) \qquad \forall A\in \mathcal{R}\, . \]
Theorem 2 If $\mu:\mathcal{R}\to [0, \infty]$ is an outer measure, then the class $\mathcal{M}$ of $\mu$-measurable sets is a $\sigma$-ring and $\mu$ is countably additive on $\mathcal{M}$, i.e. \[ \mu \left(\bigcup_i E_i\right) = \sum_i \mu (E_i) \] whenever $\{E_i\}\subset \mathcal{M}$ is a countable collection of pairwise disjoint sets.
When $\mathcal{R} = \mathcal{P} (X)$, then it follows trivially from the definition that $X\in \mathcal{M}$: thus $\mathcal{M}$ is in fact a $\sigma$-algebra. Therefore $(X, \mathcal{M}, \mu)$ is a measure space.
Caratheodory criterion
An important class of outer measures on metric spaces $X$ are the ones satisfying the so-called Caratheodory criterion (called metric outer measures or Caratheodory measures): for such $\mu$ the Borel sets are $\mu$-measurable.
Definition 3 An outer measure $\mu: \mathcal{P} (X) \to [0, \infty]$ on a metric space $(X,d)$ is a Caratheodory measure if \[ \mu (A\cup B) = \mu (A) + \mu (B) \] for every pair of sets $A, B\subset X$ which have positive distance (i.e. such that $\inf \{d(x,y): x\in A, y\in B\} > 0$).
Theorem 4 If $\mu$ is a Caratheodory measure, then every Borel set is $\mu$-measurable.
Cp. with Theorem 5 of [EG].
Regular and Borel regular outer measures
Several authors call regular those outer measures $\mu$ on $\mathcal{P} (X)$ such that for every $E\subset X$ there is a $\mu$-measurable set $F$ with $E\subset F$ and $\mu (E) = \mu (F)$. They moreover call $\mu$ Borel regular if the Borel sets are $\mu$-measurable and for every $E\subset X$ there is a Borel set $G$ with $E\subset G$ and $\mu (E) = \mu (G)$. Cp. with Section 1.1 of [EG].
Constructions of outer measures
Outer measures induced by measures
A common procedure to construct outer measures $\mu$ from a set function $\nu$ is the following.
Definition 5 If $\mathcal{C}$ is class of subsets of $X$ containing the empty set and $\nu : \mathcal{C}\to [0, \infty]$ a set function with $\nu (\emptyset) =0$, for every set $A\subset X$ we define \begin{equation}\label{e:extension} \mu (A) = \inf \left\{ \sum_i \mu (E_i) : \{E_i\}_{i\in \mathbb N} \subset \mathcal{C} \mbox{ covers '"`UNIQ-MathJax67-QINU`"'}\right\}\, . \end{equation}
Here we use the convention that $\mu (A) = \infty$ when $A\not \in \mathcal{H}$ (cp. for instance with [Mu]). Some authors define such $\mu$ on the hereditary $\sigma$-ring $\mathcal{H}$ of subsets of $X$ for which there is a countable covering in $\mathcal{C}$ (cp. with Section 10 of [Ha]).
Theorem 6 If $\nu$ and $\mu$ are as in Definition 5, then $\mu$ is an outer measure on $\mathcal{P} (X)$. If in addition
- $\mathcal{C}$ is a ring and $\nu$ is a finitely additive set function, then $\mu (E) = \nu (E)$ for every $E\in \mathcal{C}$;
- $\mathcal{C}$ is a $\sigma$-ring and $\nu$ is countably additive, then the elements of $\mathcal{C}$ are $\mu$-measurable.
Cp. with Theorem A of Section 10 and Theorem A in Section 12 of [Ha] (NB: the proof given in [Ha] of $\sigma$-subadditivity of $\mu$ does not use the assumption that $\nu$ is finitely additive).
Caratheodory constructions of metric outer measures
A second common procedure yields metric outer measures in metric spaces $(X, d)$ and goes as follows.
Definition 7 If $\mathcal{C}$ is class of subsets of $X$ containing the empty set, $\nu : \mathcal{C}\to [0, \infty]$ a set function with $\nu (\emptyset) =0$ and $\delta\in ]0, \infty]$, then for every $A\subset X$ we define \[ \mu^\delta (A) := \inf \left\{ \sum_i \mu (E_i) : \{E_i\}_{i\in \mathbb N} \subset \mathcal{C} \mbox{ covers '"`UNIQ-MathJax98-QINU`"' and '"`UNIQ-MathJax99-QINU`"'}\right\}\, \] and \[ \mu (A) := \lim_{\delta\downarrow 0}\; \mu^\delta (A)\, . \]
Observe that the latter limit exists because $\mu^\delta (A)$ is a nonincreasing function of $\delta$. This construction is often called Caratheodory construction. See Section 2.1 of [KP] (cp. also with [Fe]).
Theorem 8 Let $\nu$ and $\mu$ be as in Definition 7. Then $\mu$ is a metric outer measure.
(Cp. with Claims 1,2 and 3 in the proof of Theorem 1 in Section 2.1 of [EG]: although the reference handles the cases of Hausdorff measures, the proof extends verbatim to the setting above).
Remark 9 The Hausdorff measure $\mathcal{H}^\alpha$ is given by such $\mu$ as in Definition 7 when we choose $\mathcal{C} = \mathcal{P} (X)$ and $\nu (A) = c_\alpha ({\rm diam}\, (A))^\alpha$ (where $c_\alpha$ is an appropriate normalization constant).
Examples
Very common examples of outer measures are
- The Lebesgue outer measure on $\mathbb R^n$, see Lebesgue measure;
- The Haudorff $\alpha$-dimensional measures on a metric space $(X,d)$, see Hausdorff measure;
- The spherical $\alpha$-dimensional measures on a metric space $(X,d)$, see Section 2.1.2 of [KP];
- The Gross measures, the Caratheodory measures, the integral-geometric measures and the Gillespie measures in $\mathbb R^n$, see Sections 2.1.3-2.1.4-2.1.5 of [KP] (cp. also with [Fe]).
References
[EG] | L.C. Evans, R.F. Gariepy, "Measure theory and fine properties of functions" Studies in Advanced Mathematics. CRC Press, Boca Raton, FL, 1992. MR1158660 Zbl 0804.2800 |
[Fe] | H. Federer, "Geometric measure theory". Volume 153 of Die Grundlehren der mathematischen Wissenschaften. Springer-Verlag New York Inc., New York, 1969. MR0257325 Zbl 0874.49001 |
[Ha] | P.R. Halmos, "Measure theory" , v. Nostrand (1950) MR0033869 Zbl 0040.16802 |
[KP] | S. G. Krantz, H. Parks, "Geometric Integration Theory", Birkhäuser (2008). |
[Ma] | P. Mattila, "Geometry of sets and measures in euclidean spaces". Cambridge Studies in Advanced Mathematics, 44. Cambridge University Press, Cambridge, 1995. MR1333890 Zbl 0911.28005 |
Outer measure. Encyclopedia of Mathematics. URL: http://encyclopediaofmath.org/index.php?title=Outer_measure&oldid=28066