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In [[mathematics]] a '''Hausdorff measure''' is a type of [[outer measure]], named for [[Felix Hausdorff]], that assigns a number in [0,∞] to each set in '''R'''<sup>''n''</sup> or, more generally, in any [[metric space]]. The zero dimensional Hausdorff measure is the number of points in the set (if the set is finite) or ∞ if the set is infinite. The one dimensional Hausdorff measure of a [[simple curve]] in '''R'''<sup>''n''</sup> is equal to the length of the curve. Likewise, the two dimensional Hausdorff measure of a [[Lebesgue measure#Construction of the Lebesgue measure|measurable subset]] of '''R'''<sup>2</sup> is proportional to the area of the set. Thus, the concept of the Hausdorff measure generalizes counting, length, and area. It also generalizes volume. In fact, there are ''d''-dimensional Hausdorff measures for any ''d''&nbsp;≥&nbsp;0, which is not necessarily an integer. These measures are fundamental in [[geometric measure theory]]. They appear naturally in  [[harmonic analysis]] or [[potential theory]].
 
==Definition==
Let <math>(X,\rho)</math> be a metric space. For any subset <math>\scriptstyle U\subset X</math>, let <math>\mathrm{diam}\;U</math> denote its diameter, that is
 
:<math>\mathrm{diam}\;U :=\sup\{\rho(x,y)|x,y\in U\}, \quad \mathrm{diam}\;\emptyset:=0</math> 
 
Let ''<math>S</math>'' be any subset of ''<math>X</math>'', and <math>\delta>0</math> a real number. Define
 
:<math>H^d_\delta(S)=\inf\Bigl\{\sum_{i=1}^\infty (\operatorname{diam}\;U_i)^d: \bigcup_{i=1}^\infty U_i\supseteq S,\,\operatorname{diam}\;U_i<\delta\Bigr\}.</math>
 
(The infimum is over all countable covers of ''<math>S</math>'' by sets <math>\scriptstyle U_i\subset X</math> satisfying <math>\scriptstyle \operatorname{diam}\;U_i<\delta</math>.)
 
Note that <math>\scriptstyle H^d_\delta(S)</math> is monotone decreasing in δ since the larger δ is, the more collections of sets are permitted, making the infimum smaller. Thus, the limit <math>\scriptstyle\lim_{\delta\to 0}H^d_\delta(S)</math> exists but may be infinite.  Let
 
:<math> H^d(S):=\sup_{\delta>0} H^d_\delta(S)=\lim_{\delta\to 0}H^d_\delta(S).</math>
 
It can be seen that <math>H^d(S)</math> is an [[outer measure]] (more precisely, it is a [[metric outer measure]]). By general theory, its restriction to the σ-field of [[Outer_measure#Formal_definitions|Carathéodory-measurable sets]] is a measure. It is called the <math>d</math>-'''dimensional Hausdorff measure''' of <math>S</math>. Due to the [[metric outer measure]] property, all [[Borel subset|Borel]] subsets of <math>X</math> are <math>H^d</math> measurable.
 
In the above definition the sets in the covering are arbitrary.  However, they may be taken to be open or closed, and will yield the same measure, although the approximations <math>\scriptstyle H^d_\delta(S)</math> may be different {{harv|Federer|1969|loc=§2.10.2}}.  If ''<math>X</math>'' is a [[normed space]] the sets may be taken to be convex. However, the restriction of the covering families to balls gives a different measure.<ref>{{Citation|last = Yeh|first = J.|year = 2006|title = Real analysis: theory of measure and integration|page = 681}}</ref>
 
==Properties of Hausdorff measures==
 
Note that if ''d'' is a positive integer, the ''d'' dimensional Hausdorff measure of '''R'''<sup>d</sup> is a rescaling of usual ''d''-dimensional [[Lebesgue measure]] <math>\lambda_d</math> which is normalized so that the Lebesgue measure of the unit cube [0,1]<sup>''d''</sup> is 1. In fact, for any Borel set ''E'',
:<math> \lambda_d(E) = 2^{-d} \alpha_d H^d(E)\,</math>
where α<sub>''d''</sub> is the volume of the unit [[N-sphere|''d''-ball]]; it can be expressed using [[gamma function|Euler's gamma function]]
:<math>\alpha_d =\frac{\Gamma(\frac12)^d}{\Gamma(\frac{d}{2}+1)} =\frac{\pi^{d/2}}{\Gamma(\frac{d}{2}+1)}.</math>
 
'''Remark'''.  Some authors adopt a definition of Hausdorff measure slightly different from the one chosen here, the difference being that it is normalized in such a way that Hausdorff ''d''-dimensional measure in the case of Euclidean space coincides exactly with Lebesgue measure.
 
==Relation with Hausdorff dimension==
One of several possible equivalent definitions of the [[Hausdorff dimension]] is
 
:<math>
\operatorname{dim}_{\mathrm{Haus}}(S)=\inf\{d\ge 0:H^d(S)=0\}=\sup\bigl(\{d\ge 0:H^d(S)=\infty\}\cup\{0\}\bigr),
</math>
 
where we take
 
:<math>\inf\emptyset=\infty. \,</math>
 
==Generalizations==
In [[geometric measure theory]] and related fields, the [[Minkowski content]] is often used to measure the size of a subset of a metric measure space. For suitable domains in Euclidean space, the two notions of size coincide, up to overall normalizations depending on conventions.  More precisely, a subset of <math>\scriptstyle\mathbb{R}^n</math> is said to be [[rectifiable set|''<math>m</math>''-rectifiable]] if it is the image of a [[bounded set]] in <math>\scriptstyle\mathbb{R}^n</math> under a [[Lipschitz function]].  If <math>m<n</math>, then the ''<math>m</math>''-dimensional Minkowski content of a closed ''<math>m</math>''-rectifiable subset of <math>\scriptstyle\mathbb{R}^n</math> is equal to <math>2^{-m}\alpha_m</math> times the ''<math>m</math>''-dimensional Hausdorff measure {{harv|Federer|1969|loc=Theorem 3.2.29}}.
 
In [[fractal geometry]], some fractals with Hausdorff dimension <math>d</math> have zero or infinite <math>d</math>-dimensional Hausdorff measure. For example, [[almost surely]] the image of planar [[Brownian motion]] has Hausdorff dimension 2 and its two-dimensional Hausdoff measure is zero. In order to “measure” the “size” of such sets, mathematicians have considered the following variation on the notion of the Hausdorff measure:
:In the definition of the measure <math>|U_i|^d</math> is replaced with <math>\phi(U_i)</math>, where <math>\phi</math> is any monotone increasing set function satisfying <math>\phi(\emptyset )=0</math>.
 
This is the Hausdorff measure of <math>S</math> with [[dimension function | gauge function]] <math>\phi</math>, or <math>\phi</math>-Hausdorff measure. A <math>d</math>-dimensional set <math>S</math> may satisfy <math>H^d(S)=0</math>, but <math>\scriptstyle H^\phi(S)\in(0,\infty)</math> with an appropriate <math>\phi.</math> Examples of gauge functions include  <math>\scriptstyle \phi(t)=t^2\,\log\log\frac 1t</math> or <math>\scriptstyle\phi(t) = t^2\log\frac{1}{t}\log\log\log\frac{1}{t}</math>. The former gives almost surely positive and <math>\sigma</math>-finite measure to the Brownian path in <math>\scriptstyle\mathbb{R}^n</math> when <math>n>2</math>, and the latter when <math>n=2</math>.
 
== See also ==
<div style="-moz-column-count:4; column-count:4;">
* [[Hausdorff dimension]]
* [[Geometric measure theory]]
* [[Measure theory]]
* [[Outer measure]]
</div>
 
==External links==
* [http://www.encyclopediaofmath.org/index.php/Hausdorff_dimension Hausdorff dimension] at [http://www.encyclopediaofmath.org/ Encyclopedia of Mathematics]
* [http://www.encyclopediaofmath.org/index.php/Hausdorff_measure Hausdorff measure] at [http://www.encyclopediaofmath.org/ Encyclopedia of Mathematics]
* [http://www.encyclopediaofmath.org/index.php/Favard_measure Favard measure] at [http://www.encyclopediaofmath.org/ Encyclopedia of Mathematics]
 
==References==
<references/>
* {{citation|first1=Lawrence C.|last1=Evans|first2=Ronald F.|last2=Gariepy|title=Measure Theory and Fine Properties of Functions|publisher=CRC Press|year=1992}}.
* {{citation|first=Herbert|last=Federer|authorlink=Herbert Federer|title=Geometric Measure Theory|publisher=Springer-Verlag|year=1969|isbn=3-540-60656-4}}.
* Yan Kun (2007), [http://adsabs.harvard.edu/abs/2007PrGeo..22..451Y  Fractal Measure].
* {{citation|first=Felix|last=Hausdorff|authorlink=Felix Hausdorff|title= Dimension und äusseres Mass|journal=[[Mathematische Annalen]] |volume=79|year=1918|issue=1-2|pages=157–179|doi=10.1007/BF01457179}}.
* {{citation|first=Frank|last=Morgan|authorlink=Frank Morgan (mathematician)|title=Geometric Measure Theory|publisher=Academic Press|year=1988}}.
* {{citation|first=E|last=Szpilrajn|authorlink=Edward Marczewski|url=http://matwbn.icm.edu.pl/ksiazki/fm/fm28/fm28111.pdf|title=La dimension et la mesure|journal=Fundamenta Mathematicae|volume=28|year=1937|pages=81–89}}.
 
{{DEFAULTSORT:Hausdorff Measure}}
[[Category:Fractals]]
[[Category:Measures (measure theory)]]
[[Category:Metric geometry]]
[[Category:Dimension theory]]

Revision as of 01:57, 15 January 2014

In mathematics a Hausdorff measure is a type of outer measure, named for Felix Hausdorff, that assigns a number in [0,∞] to each set in Rn or, more generally, in any metric space. The zero dimensional Hausdorff measure is the number of points in the set (if the set is finite) or ∞ if the set is infinite. The one dimensional Hausdorff measure of a simple curve in Rn is equal to the length of the curve. Likewise, the two dimensional Hausdorff measure of a measurable subset of R2 is proportional to the area of the set. Thus, the concept of the Hausdorff measure generalizes counting, length, and area. It also generalizes volume. In fact, there are d-dimensional Hausdorff measures for any d ≥ 0, which is not necessarily an integer. These measures are fundamental in geometric measure theory. They appear naturally in harmonic analysis or potential theory.

Definition

Let be a metric space. For any subset , let denote its diameter, that is

Let be any subset of , and a real number. Define

(The infimum is over all countable covers of by sets satisfying .)

Note that is monotone decreasing in δ since the larger δ is, the more collections of sets are permitted, making the infimum smaller. Thus, the limit exists but may be infinite. Let

It can be seen that is an outer measure (more precisely, it is a metric outer measure). By general theory, its restriction to the σ-field of Carathéodory-measurable sets is a measure. It is called the -dimensional Hausdorff measure of . Due to the metric outer measure property, all Borel subsets of are measurable.

In the above definition the sets in the covering are arbitrary. However, they may be taken to be open or closed, and will yield the same measure, although the approximations may be different Template:Harv. If is a normed space the sets may be taken to be convex. However, the restriction of the covering families to balls gives a different measure.[1]

Properties of Hausdorff measures

Note that if d is a positive integer, the d dimensional Hausdorff measure of Rd is a rescaling of usual d-dimensional Lebesgue measure which is normalized so that the Lebesgue measure of the unit cube [0,1]d is 1. In fact, for any Borel set E,

where αd is the volume of the unit d-ball; it can be expressed using Euler's gamma function

Remark. Some authors adopt a definition of Hausdorff measure slightly different from the one chosen here, the difference being that it is normalized in such a way that Hausdorff d-dimensional measure in the case of Euclidean space coincides exactly with Lebesgue measure.

Relation with Hausdorff dimension

One of several possible equivalent definitions of the Hausdorff dimension is

where we take

Generalizations

In geometric measure theory and related fields, the Minkowski content is often used to measure the size of a subset of a metric measure space. For suitable domains in Euclidean space, the two notions of size coincide, up to overall normalizations depending on conventions. More precisely, a subset of is said to be -rectifiable if it is the image of a bounded set in under a Lipschitz function. If , then the -dimensional Minkowski content of a closed -rectifiable subset of is equal to times the -dimensional Hausdorff measure Template:Harv.

In fractal geometry, some fractals with Hausdorff dimension have zero or infinite -dimensional Hausdorff measure. For example, almost surely the image of planar Brownian motion has Hausdorff dimension 2 and its two-dimensional Hausdoff measure is zero. In order to “measure” the “size” of such sets, mathematicians have considered the following variation on the notion of the Hausdorff measure:

In the definition of the measure is replaced with , where is any monotone increasing set function satisfying .

This is the Hausdorff measure of with gauge function , or -Hausdorff measure. A -dimensional set may satisfy , but with an appropriate Examples of gauge functions include or . The former gives almost surely positive and -finite measure to the Brownian path in when , and the latter when .

See also

External links

References

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    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

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  • Yan Kun (2007), Fractal Measure.
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    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

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    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010.
  • Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010.
  • Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010.