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In the [[mathematics|mathematical]] field of [[linear algebra]] and [[convex analysis]], the '''numerical range''' or '''field of values''' of a [[complex number|complex]] ''n''&nbsp;&times;&nbsp;''n'' [[square matrix|matrix]] ''A'' is the set
 
:<math>W(A) = \left\{\frac{\mathbf{x}^*A\mathbf{x}}{\mathbf{x}^*\mathbf{x}} \mid \mathbf{x}\in\mathbb{C}^n,\ x\not=0\right\} </math>
 
where '''x'''* denotes the [[Hermitian adjoint]] of the [[vector (mathematics)|vector]] '''x'''.
 
In engineering, numerical ranges are used as a rough estimate of [[eigenvalue]]s of ''A''. Recently, generalizations of numerical range are used to study [[quantum computing]].
 
A related concept is the '''numerical radius''', which is the largest absolute values of the numbers in the numerical range, i.e.
 
:<math>r(A) = \sup \{ |\lambda| : \lambda \in W(A) \} = \sup_{\|x\|=1} |\langle Ax, x \rangle|.</math>
 
''r''(''A'') is a [[norm (mathematics)|norm]].
 
==Properties==
 
# The numerical range is the [[range of a function|range]] of the [[Rayleigh quotient]].  
# ('''Hausdorff–Toeplitz theorem''') The numerical range is convex and compact.
# <math>W(\alpha A+\beta I)=\alpha W(A)+\{\beta\}</math> for all square matrix ''A'' and complex numbers &alpha; and &beta;. Here ''I'' is the [[identity matrix]].
# <math>W(A)</math> is a subset of the closed right half-plane if and only if <math>A+A^*</math> is positive semidefinite.
# The numerical range <math>W(\cdot)</math> is the only function on the set of square matrices that satisfies (2), (3) and (4).
# (Sub-additive) <math>W(A+B)\subseteq W(A)+W(B)</math>.
# <math>W(A)</math> contains all the [[eigenvalue]]s of ''A''.
# The numerical range of a 2&times;2 matrix is an [[elliptical disk]].
# <math>W(A)</math> is a real line segment [&alpha;, &beta;] if and only if ''A'' is a [[Hermitian matrix]] with its smallest and the largest eigenvalues being &alpha; and &beta;
# If ''A'' is a [[normal matrix]] then <math>W(A)</math> is the convex hull of its eigenvalues.
# If &alpha; is a sharp point on the boundary of <math>W(A)</math>, then &alpha; is a normal eigenvalue of ''A''.
# <math>r(\cdot)</math> is a norm on the space of ''n''&times;''n'' matrices.
# <math>r(A^n) \le r(A)^n</math>
 
== Generalisations ==
*[[C - numerical range]]
*[[Higher rank numerical range]]
*[[Joint numerical range]]
*[[Product numerical range]]
 
==See also==
*[[Spectral theory]]
* [[Rayleigh quotient]]
 
 
==References==
{{reflist|2}}
 
;Bibliography
*{{Citation|last1=Choi|first1=M.D.|last2=Dribs|first2=D.W.|last3=Życzkowski|title=Quantum error correcting codes from the compression formalism |journal=Rep. Math. Phys., 58, 2006 | year=2006}}.
*{{Citation|last1=Dirr|first1=G.|last2=Helmkel|first2=U.|last3=Kleinsteuber|first3=M.|last4=Schulte-Herbrüggen|first4=Th.|title=A new type of C-numerical range arising in quantum computing| journal=Proc. Appl. Math. Mech. 6, 711–712 (2006) | year=2006}}.
*{{Citation | last1=Bonsall | first1=F.F. | last2=Duncan | first2=J. | title=Numerical Ranges of Operators on Normed Spaces and of Elements of Normed Algebras | publisher=[[Cambridge University Press]] | isbn=978-0-521-07988-4 | year=1971}}.
*{{Citation | last1=Bonsall | first1=F.F. | last2=Duncan | first2=J. | title=Numerical Ranges II | publisher=[[Cambridge University Press]] | isbn=978-0-521-20227-2 | year=1971}}.
*{{Citation | last1=Horn | first1=Roger A. | last2=Johnson | first2=Charles R. | title=Topics in Matrix Analysis | publisher=[[Cambridge University Press]] | isbn=978-0-521-46713-1 | year=1991}}.
*{{Citation |last1=Li| first1=C.K.| title=A simple proof of the elliptical range theorem |
journal=Proc. Am. Math. Soc. 124, 1985  |  year=1996}}.
*{{Citation |last1=Keeler| first1=Dennis S.|last2=Rodman| first2=Leiba|last3=Spitkovsky|first3=Ilya M.|
title=The numerical range of <math> 3 \times 3 </math> matrices |
journal=Linear Algebra Applications 252, 115 |  year=1997}}.
* Roger A. Horn and Charles R. Johnson, ''Topics in Matrix Analysis'', Chapter 1, Cambridge University Press, 1991. ISBN 0-521-30587-X (hardback), ISBN 0-521-46713-6 (paperback).
* "Functional Characterizations of the Field of Values and the Convex Hull of the Spectrum", Charles R. Johnson, ''Proceedings of the American Mathematical Society'', 61(2):201-204, Dec 1976.
 
 
{{DEFAULTSORT:Numerical Range}}
[[Category:Matrix theory]]
[[Category:Spectral theory]]
[[Category:Operator theory]]
[[Category:Linear algebra]]

Latest revision as of 20:45, 14 May 2013

In the mathematical field of linear algebra and convex analysis, the numerical range or field of values of a complex n × n matrix A is the set

W(A)={x*Axx*xxn,x=0}

where x* denotes the Hermitian adjoint of the vector x.

In engineering, numerical ranges are used as a rough estimate of eigenvalues of A. Recently, generalizations of numerical range are used to study quantum computing.

A related concept is the numerical radius, which is the largest absolute values of the numbers in the numerical range, i.e.

r(A)=sup{|λ|:λW(A)}=supx=1|Ax,x|.

r(A) is a norm.

Properties

  1. The numerical range is the range of the Rayleigh quotient.
  2. (Hausdorff–Toeplitz theorem) The numerical range is convex and compact.
  3. W(αA+βI)=αW(A)+{β} for all square matrix A and complex numbers α and β. Here I is the identity matrix.
  4. W(A) is a subset of the closed right half-plane if and only if A+A* is positive semidefinite.
  5. The numerical range W() is the only function on the set of square matrices that satisfies (2), (3) and (4).
  6. (Sub-additive) W(A+B)W(A)+W(B).
  7. W(A) contains all the eigenvalues of A.
  8. The numerical range of a 2×2 matrix is an elliptical disk.
  9. W(A) is a real line segment [α, β] if and only if A is a Hermitian matrix with its smallest and the largest eigenvalues being α and β
  10. If A is a normal matrix then W(A) is the convex hull of its eigenvalues.
  11. If α is a sharp point on the boundary of W(A), then α is a normal eigenvalue of A.
  12. r() is a norm on the space of n×n matrices.
  13. r(An)r(A)n

Generalisations

See also


References

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Bibliography
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  • 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.

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    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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    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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  • 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.

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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.

    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.
  • Roger A. Horn and Charles R. Johnson, Topics in Matrix Analysis, Chapter 1, Cambridge University Press, 1991. ISBN 0-521-30587-X (hardback), ISBN 0-521-46713-6 (paperback).
  • "Functional Characterizations of the Field of Values and the Convex Hull of the Spectrum", Charles R. Johnson, Proceedings of the American Mathematical Society, 61(2):201-204, Dec 1976.