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In [[Fourier analysis]], a '''multiplier operator''' is a type of [[linear operator]], or transformation of [[mathematical function|functions]].  These operators act on a function by altering its [[Fourier transform]]. Specifically they multiply the Fourier transform of a function by a specified function known as the '''multiplier''' or '''symbol'''. Occasionally, the term "multiplier operator" itself is shortened simply to "multiplier".<ref>{{harvnb|Duoandikoetxea|2001}}, Section 3.5.</ref> In simple terms, the multiplier reshapes the frequencies involved in any function. This class of operators turns out to be broad: general theory shows that a translation-invariant operator on a [[group (mathematics)|group]] which obeys some (very mild) regularity conditions can be expressed as a multiplier operator, and conversely.<ref>{{harvnb|Stein|1970}}, Chapter II.</ref> Many familiar operators, such as [[translation]]s and [[differentiation (mathematics)|differentiation]], are multiplier operators, although there are many more complicated examples such as the [[Hilbert transform]].
 
In [[signal processing]], a multiplier operator is called a "[[Filter (signal processing)|filter]]", and the multiplier is the filter's [[frequency response]] (or [[transfer function]]).
 
In the wider context, multiplier operators are special cases of spectral multiplier operators, which arise from the [[functional calculus]] of an operator (or family of commuting operators).  They are also special cases of [[pseudo-differential operator]]s, and more generally [[Fourier integral operator]]s. There are natural questions in this field that are still open, such as characterizing the ''L<sup>p</sup>'' bounded multiplier operators (see below). In this context, multipliers are unrelated to [[Lagrange multiplier]]s, except for the fact that they both involve the multiplication operation.
 
''For the necessary background on the [[Fourier transform]], see that page. Additional important background may be found on the pages [[operator norm]] and [[lp space|''L<sup>p</sup>'' space]].''
 
==Examples==
In the setting of [[periodic function]]s defined on the [[unit circle]], the Fourier transform of a function is simply the sequence of its [[Fourier coefficient]]s.  To see that differentiation can be realized as multiplier, consider the Fourier series for the derivative of a periodic function ''ƒ''(''t''). After using [[integration by parts]] in the definition of the Fourier coefficient we have that
 
:<math>\mathcal{F}(f')(n)=\int_{-\pi}^\pi f'(t)e^{-int}\,dt=\int_{-\pi}^\pi in f(t)e^{-int}\,dt = in\cdot\mathcal{F}(f)(n)</math>.
 
So, formally, it follows that the Fourier series for the derivative is simply ''in'' multiplied by the Fourier series for ''ƒ''.  This is the same as saying that differentiation is a multiplier operator with multiplier ''in''.
 
An example of a multiplier operator acting on functions on the real line is the [[Hilbert transform]].  It can be shown that the Hilbert transform is a multiplier operator whose multiplier is given by the m(''ξ'')&nbsp;=&nbsp;−''i''&nbsp;sgn(''ξ''), where sgn is the [[sign function|signum function]].
 
Finally another important example of a multiplier is the [[indicator function|characteristic function]] of the unit ball in '''R'''<sup>''n''</sup> which arises in the study of "partial sums" for the Fourier transform (see [[Convergence of Fourier series]]).
 
==Definition==
Multiplier operators can be defined on any group ''G'' for which the Fourier transform is also defined (in particular, on any [[locally compact abelian group]]).  The general definition is as follows.  If ''f'' : ''G'' → '''C''' is a sufficiently [[regular function]], let <math>\hat f: \hat G \to \mathbb{C}</math> denote its Fourier transform (where <math>\hat G</math> is the [[Pontryagin dual]] of ''G'').  Let <math>m: \hat G \to \mathbb{C}</math> denote another function, which we shall call the ''multiplier''. Then the multiplier operator <math>T = T_m</math> associated to this symbol ''m'' is defined via the formula
:<math> \widehat{Tf}(\xi) := m(\xi) \hat{f}(\xi).</math>
In other words, the Fourier transform of ''Tf'' at a frequency ξ is given by the Fourier transform of ''f'' at that frequency, multiplied by the value of the multiplier at that frequency.  This explains the terminology "multiplier".
 
Note that the above definition only defines Tf implicitly; in order to recover ''Tf'' explicitly one needs to invert the Fourier transform.  This can be easily done if both ''f'' and ''m'' are sufficiently smooth and integrable.  One of the major problems in the subject is to determine, for any specified multiplier ''m'', whether the corresponding Fourier  multiplier operator continues to be well-defined when ''f'' has very low regularity, for instance if it is only assumed to lie in an ''L<sup>p</sup>'' space.  See the discussion on the "boundedness problem" below.  As a bare minimum, one usually requires the multiplier ''m'' to be bounded and [[measurable]]; this is sufficient to establish boundedness on <math>L^2</math> but is in general not strong enough to give boundedness on other spaces.


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One can view the multiplier operator ''T'' as the composition of three operators, namely the Fourier transform, the operation of pointwise multiplication by ''m'', and then the inverse Fourier transform. Equivalently, ''T'' is the conjugation of the pointwise multiplication operator by the Fourier transform.  Thus one can think of multiplier operators as operators which are diagonalized by the Fourier transform.
相关的主题文章:
 
<ul>
== Multiplier operators on common groups ==
 
 
  <li>[http://myconsulting.com.ua/index.php?page=item&id=19451 http://myconsulting.com.ua/index.php?page=item&id=19451]</li>
We now specialize the above general definition to specific groups ''G''. First consider the unit circle
 
<math>G = \mathbb{R} / 2\pi \mathbb{Z}</math>; functions on ''G'' can thus be thought of as 2π-periodic functions on the real line. In this group, the Pontryagin dual is the group of integers, <math>\hat G = \mathbb{Z}</math>. The Fourier transform (for sufficiently regular functions ''f'') is given by
  <li>[http://wanmeishijiexiaoshuo5200.com/forum.php?mod=viewthread&tid=69899 http://wanmeishijiexiaoshuo5200.com/forum.php?mod=viewthread&tid=69899]</li>
:<math>\hat f(n) := \frac{1}{2\pi} \int_0^{2\pi} f(t) e^{-int} dt </math>
 
and the inverse Fourier transform is given by
  <li>[http://66.172.101.250/smf/index.php?topic=772207.msg774626#msg774626 http://66.172.101.250/smf/index.php?topic=772207.msg774626#msg774626]</li>
:<math>f(t) = \sum_{n=-\infty}^\infty \hat f(n) e^{int}.</math>
 
A multiplier in this setting is simply a sequence <math>(m_n)_{n=-\infty}^\infty</math> of numbers, and the operator
  <li>[http://enseignement-lsf.com/spip.php?article64#forum15680168 http://enseignement-lsf.com/spip.php?article64#forum15680168]</li>
<math>T = T_m</math> associated to this multiplier is then given by the formula
 
:<math>(Tf)(t):=\sum_{n=-\infty}^{\infty}m_n \widehat{f}(n)e^{int},</math>
  <li>[http://www.observatoiredesreligions.fr/spip.php?article8 http://www.observatoiredesreligions.fr/spip.php?article8]</li>
at least for sufficiently well-behaved choices of the multiplier <math>(m_n)_{n=-\infty}^\infty</math> and the function ''f''.
 
 
</ul>
Now let ''G'' be a [[Euclidean space]] <math>G = \mathbb{R}^n</math>. Here the dual group is also Euclidean, <math>\hat G = \mathbb{R}^n</math>, and the Fourier and inverse Fourier transforms are given by the formulae
:<math>\hat f(\xi) := \int_{\mathbb{R}^n} f(x) e^{-2\pi i x \cdot \xi} dx</math>
:<math>f(x) = \int_{\mathbb{R}^n} \hat f(\xi) e^{2\pi i x \cdot \xi} d\xi.</math>
A multiplier in this setting is a function <math>m: \mathbb{R}^n \to \mathbb{C}</math>, and the associated multiplier operator <math>T = T_m</math> is defined by
:<math>Tf(x) := \int_{\mathbb{R}^n} m(\xi) \hat f(\xi) e^{2\pi i x \cdot \xi} d\xi,</math>
again assuming sufficiently strong regularity and boundedness assumptions on the multiplier and function.
 
In the sense of [[Distribution (mathematics)|distribution]]s, there is no difference between multiplier operators and [[convolution operator]]s; every multiplier ''T'' can also be expressed in the form ''Tf'' = ''f*K'' for some distribution ''K'', known as the ''[[convolution kernel]]'' of ''T''. In this view, translation by an amount ''x''<sub>0</sub> is convolution with a [[Dirac delta function]] δ(·&nbsp;−&nbsp;''x''<sub>0</sub>), differentiation is convolution with δ'.  Further examples are given in the [[#Further Examples|table below]].
 
==Diagrams==


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[[File:fourier multiplier diagram.png|640px]]


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==Further Examples==
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<ul>
 
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  <li>[http://www.mylasounds.com/wypj/node/34#comment-198003 http://www.mylasounds.com/wypj/node/34#comment-198003]</li>
 
</ul>


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The following table shows some common examples of multiplier operators on the unit circle <math>G = \mathbb{R}/2\pi \mathbb{Z}</math>.


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{| border="1" cellpadding="2"
相关的主题文章:
!Name
<ul>
!Multiplier <math>m_n</math>
 
!Operator <math>Tf(t)</math>
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!Kernel <math>K(t)</math>
 
|-
  <li>[http://verdamilio.net/tonio/spip.php?article1/ http://verdamilio.net/tonio/spip.php?article1/]</li>
|Identity operator
 
|1
  <li>[http://gwxd.vicp.net:8085/forum.php?mod=viewthread&tid=195622 http://gwxd.vicp.net:8085/forum.php?mod=viewthread&tid=195622]</li>
|''f''(''t'')
 
|[[Dirac delta function]] <math>\delta(t)</math>
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|-
 
|Multiplication by a constant ''c''
  <li>[http://gouqilvyou.com/forum.php?mod=viewthread&tid=72393 http://gouqilvyou.com/forum.php?mod=viewthread&tid=72393]</li>
|''c''
 
|''cf''(''t'')
</ul>
|<math>c\delta(t)</math>
|-
|Translation by ''s''
|<math>e^{ins}</math>
|''f''(''t''&nbsp;−&nbsp;''s'')
|<math>\delta(t-s)</math>
|-
|[[derivative|Differentiation]]
|''in''
|''f''<nowiki>&nbsp;'</nowiki>(''t'')
|<math>\delta'(t)</math>
|-
|''k''-fold differentiation
|<math>(in)^k</math>
|<math>f^{(k)}(t)</math>
|<math>\delta^{(k)}(t)</math>
|-
|Constant coefficient [[differential operator]]
|<math>P(in)</math>
|<math>P\left(\frac{d}{dt}\right) f(t)</math>
|<math>P\left(\frac{d}{dt}\right) \delta(t)</math>
|-
|[[Fractional derivative]] of order <math>\alpha</math>
|<math>|n|^\alpha</math>
|<math>\left|\frac{d}{dt}\right|^\alpha f(t)</math>
|<math>\left|\frac{d}{dt}\right|^\alpha \delta(t)</math>
|-
|Mean value
|<math>1_{n = 0}</math>
|<math>\frac{1}{2\pi} \int_0^{2\pi} f(t)\, dt</math>
|1
|-
|Mean-free component
|<math>1_{n \neq 0}</math>
|<math>f(t) - \frac{1}{2\pi} \int_0^{2\pi} f(t)\, dt</math>
|<math>\delta(t) - 1</math>
|-
|Integration (of mean-free component)
|<math>\frac{1}{in} 1_{n \neq 0}</math>
|<math>\frac{1}{2\pi} \int_{0}^{2\pi} (\pi-s) f(t-s) ds</math>
|[[Sawtooth function]] <math>\frac{1}{2}\left(1 - \{ \frac{t}{2\pi}\}\right)</math>
|-
|Periodic [[Hilbert transform]] ''H''
|<math>1_{n\geq 0} - 1_{n<0}</math>
|<math>Hf := p.v. \frac{1}{\pi} \int_{-\pi}^{\pi} \frac{f(s)}{e^{i(t-s)}-1} ds</math>
|<math>p.v. 2 \frac{f(s)}{e^{i(t-s)}-1} ds</math>
|-
|Dirichlet summation <math>D_N</math>
|<math>1_{-N \leq n \leq N}</math>
|<math>\sum_{n=-N}^N \hat f(n) e^{int}</math>
|[[Dirichlet kernel]] <math>\sin((N+\tfrac12)t) / \sin(t/2)</math>
|-
|Fejér summation <math>F_N</math>
|<math>(1 - \frac{|n|}{N}) 1_{-N \leq n \leq N}</math>
|<math>\sum_{n=-N}^N (1 - \frac{|n|}{N}) \hat f(n) e^{int}</math>
|[[Fejér kernel]] <math>\frac{1}{N} (\sin(Nt/2) / \sin(t/2))^2</math>
|-
|General multiplier
|<math>m_n</math>
|<math>\sum_{n=-\infty}^\infty m_n \hat f(n) e^{int}</math>
|<math>T\delta(t) = \sum_{n=-\infty}^\infty m_n e^{int}</math>
|-
|General [[convolution]] operator
|<math>\hat K(n)</math>
|<math>f*K(t) := \frac{1}{2\pi} \int_0^{2\pi} f(s) K(t-s) ds</math>
|<math>K(t)</math>
|}


== Nike Air Jordan 3  Mother beat ==
The following table shows some common examples of multiplier operators on Euclidean space <math>G = \mathbb{R}^n</math>.


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{| border="1" cellpadding="2"
相关的主题文章:
!Name
<ul>
!Multiplier <math>m(\xi)</math>
 
!Operator <math>Tf(x)</math>
  <li>[http://www.cilhelpdesk.com/index.php/blogs/32807/562113/longchamp-singapore-outlet http://www.cilhelpdesk.com/index.php/blogs/32807/562113/longchamp-singapore-outlet]</li>
!Kernel <math>K(x)</math>
 
|-
  <li>[http://test.bpmn.info/forum/read.php?2,199328 http://test.bpmn.info/forum/read.php?2,199328]</li>
|Identity operator
 
|1
  <li>[http://chancegardner.backstagemamas.com/guestbook/index.php?entry=19103 http://chancegardner.backstagemamas.com/guestbook/index.php?entry=19103]</li>
|''f''(''x'')
 
|<math>\delta(x)</math>
  <li>[http://myconsulting.com.ua/index.php?page=item&id=14888 http://myconsulting.com.ua/index.php?page=item&id=14888]</li>
|-
 
|Multiplication by a constant ''c''
  <li>[http://www.thomassankara.net/spip.php?article605&date=2008-05/ http://www.thomassankara.net/spip.php?article605&date=2008-05/]</li>
|''c''
 
|''cf''(''x'')
</ul>
|<math>c\delta(x)</math>
|-
|Translation by ''y''
|<math>e^{2\pi iy \cdot \xi}</math>
|''f''(''x''&nbsp;−&nbsp;''y'')
|<math>\delta(x-y)</math>
|-
|Derivative <math>d/dx</math> (one dimension only)
|<math>2\pi i \xi</math>
|<math>\frac{d f}{d x}(x)</math>
|<math>\delta'(x)</math>
|-
|Partial derivative <math>\partial/\partial x_j</math>
|<math>2\pi i \xi_j</math>
|<math>\frac{\partial f}{\partial x_j}(x)</math>
|<math>\frac{\partial \delta}{\partial x_j}(x)</math>
|-
|[[Laplacian]] <math>\Delta</math>
|<math>-4\pi^2 |\xi|^2</math>
|<math>\Delta f(x)</math>
|<math>\Delta \delta(x)</math>
|-
|Constant coefficient differential operator <math>P(\nabla)</math>
|<math>P(i\xi)</math>
|<math>P(\nabla) f(x)</math>
|<math>P(\nabla) \delta(x)</math>
|-
|Fractional derivative of order <math>\alpha</math>
|<math>(2\pi |\xi|)^\alpha</math>
|<math>(-\Delta)^{\alpha/2} f(x)</math>
|<math>(-\Delta)^{\alpha/2} \delta(x)</math>
|-
|[[Riesz potential]] of order <math>\alpha</math>
|<math>(2\pi |\xi|)^{-\alpha}</math>
|<math>(-\Delta)^{-\alpha/2} f(x)</math>
|<math>(-\Delta)^{-\alpha/2} \delta(x) = c_{n,\alpha} |x|^{\alpha-n}</math>
|-
|[[Bessel potential]] of order <math>\alpha</math>
|<math>(1 + 4\pi^2 |\xi|^2)^{-\alpha/2}</math>
|<math>(1-\Delta)^{-\alpha/2} f(x)</math>
|<math>\frac{1}{(4\pi)^{\alpha/2}\Gamma(\alpha/2)}\int_0^\infty e^{-\pi|x|^2/s}e^{-s/4\pi}s^{(-n+\alpha)/2}\frac{ds}{s}</math>
|-
|Heat flow operator <math>\exp(t\Delta)</math>
|<math>\exp(-4\pi^2 t |\xi|^2)</math>
|<math>\exp(t\Delta) f(x) = \frac{1}{(4\pi t)^{n/2}} \int_{R^n} e^{-|x-y|^2/4t} f(y) dy</math>
|[[Heat kernel]] <math>\frac{1}{(4\pi t)^{n/2}} e^{-|x|^2/4t}</math>
|-
|[[Schrödinger equation]] evolution operator <math>\exp(it\Delta)</math>
|<math>\exp(-i4\pi^2 t |\xi|^2)</math>
|<math>\exp(it\Delta) f(x) = \frac{1}{(4\pi it)^{n/2}} \int_{R^n} e^{i|x-y|^2/4t} f(y) dy</math>
|Schrödinger kernel <math>\frac{1}{(4\pi it)^{n/2}} e^{i|x|^2/4t}</math>
|-
|[[Hilbert transform]] ''H'' (one dimension only)
|<math>-i\sgn(\xi)</math>
|<math>Hf := p.v. \frac{1}{\pi} \int_{-\infty}^\infty \frac{f(y)}{x-y} dy</math>
|<math>p.v. \frac{1}{\pi s}</math>
|-
|[[Riesz transform]]s ''R''<sub>j</sub>
|<math>-i\frac{\xi_j}{|\xi|}</math>
|<math>R_jf := p.v. c_n \int_{\mathbb{R}^n} \frac{f(y)(x_j-y_j)}{|x-y|^n} dy</math>
|<math>p.v. \frac{c_nx_j}{|x|^n},\quad c_n=\frac{\Gamma((n+1)/2)}{\pi^{(n+1)/2}}</math>
|-
|Partial Fourier integral <math>S^0_R</math> (one dimension only)
|<math>1_{-R \leq \xi \leq R}</math>
|<math>\int_{-R}^R \hat f(\xi) e^{2\pi ix\xi} dx</math>
|<math>\sin(2\pi R x) / \pi x</math>
|-
|Disk multiplier <math>S^0_R</math>
|<math>1_{|\xi| \leq R}</math>
|<math>\int_{|\xi| \leq R} \hat f(\xi) e^{2\pi ix\xi} dx</math>
|<math>|x|^{-n/2} J_{n/2}(2\pi |x|)</math> (''J'' is a [[Bessel function]])
|-
|[[Bochner–Riesz operator]]s <math>S^\delta_R</math>
|<math>(1 - |\xi|^2/R^2)_+^\delta</math>
|<math>\int_{|\xi| \leq R} (1 - \frac{|\xi|^2}{R^2})^\delta \hat f(\xi)e^{2\pi i x\cdot\xi}\ d\xi</math>
|<math>\int_{|\xi| \leq R} (1 - \frac{|\xi|^2}{R^2})^\delta e^{2\pi i x\cdot\xi}\,d\xi</math>
|-
|General multiplier
|<math>m(\xi)</math>
|<math>\int_{R^n} m(\xi) \hat f(\xi) e^{2\pi i x \cdot \xi} d\xi</math>
|<math>\int_{R^n} m(\xi) e^{2\pi i x \cdot \xi}\ d\xi</math>
|-
|General convolution operator
|<math>\hat K(\xi)</math>
|<math>f*K(x) := \int_{R^n} f(y) K(x-y)\, dy</math>
|<math>K(x)</math>
|}


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The map <math>m \mapsto T_m</math> is a [[homomorphism]] of [[C*-algebra]]s. This follows because the sum of two multiplier operators <math>T_m</math> and <math>T_{m'}</math> is a multiplier operators with multiplier <math>m+m'</math>, the composition of these two multiplier operators is a multiplier operator with multiplier <math>mm'</math>, and the [[adjoint]]{{dn|date=December 2013}} of a multiplier operator <math>T_m</math> is another multiplier operator with multiplier <math>\overline{m}</math>.


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In particular, we see that any two multiplier operators [[commutative operation|commute]] with each other. It is known that multiplier operators are translation-invariant. Conversely, one can show that any translation-invariant linear operator which is bounded on ''L''<sup>2</sup>(''G'') is a multiplier operator.
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==The ''L<sup>p</sup>'' boundedness problem==
The ''L<sup>p</sup>'' boundedness problem (for any particular ''p'') for a given group ''G'' is, stated simply, to identify the multipliers ''m'' such that the corresponding multiplier operator is bounded from ''L<sup>p</sup>''(''G'') to ''L<sup>p</sup>''(''G''). Such multipliers are usually simply referred to as "''L<sup>p</sup>'' multipliers".  Note that as multiplier operators are always linear, such operators are bounded if and only if they are [[continuous linear operator|continuous]].  This problem is considered to be extremely difficult in general, but many special cases can be treated.  The problem depends greatly on ''p'', although there is a [[Dual space|duality relationship]]: if <math>1/p + 1/q = 1</math> and 1 ≤ ''p'', ''q'' ≤ ∞, then a multiplier operator is bounded on ''L<sup>p</sup>'' if and only if it is bounded on ''L<sup>q</sup>''.


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The [[Riesz-Thorin theorem]] shows that if a multiplier operator is bounded on two different ''L<sup>p</sup>'' spaces, then it is also bounded on all intermediate spaces. Hence we get that the space of multipliers is smallest for ''L''<sup>1</sup> and ''L''<sup></sup> and grows as one approaches ''L''<sup>2</sup>, which has the largest multiplier space.
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===Boundedness on ''L''<sup>2</sup>===
This is the easiest case. [[Parseval's theorem]] allows to solve this problem completely and obtain that a function ''m'' is an ''L''<sup>2</sup>(''G'') multiplier if and only if it is bounded and measurable.


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===Boundedness on ''L''<sup>1</sup> or ''L''<sup>&infin;</sup>===
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This case is more complicated than the [[Hilbert space|Hilbertian]] (''L''<sup>2</sup>) case, but is fully resolved. The following is true:
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'''Theorem''': ''In the [[euclidean space]] ℝ''<sup>n</sup>'', a function <math>m(\xi)</math> is an ''L''<sup>1</sup> multiplier (equivalently an ''L''<sup>∞</sup> multiplier) if and only if there exists a finite [[Borel measure]] μ such that ''m'' is the Fourier transform of μ.''


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(The "if" part is a simple calculation. The "only if" part here is more complicated.)
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===Boundedness on ''L''<sup>''p''</sup> for 1 < ''p'' < &infin;===


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In this general case, necessary and sufficient conditions for boundedness have not been established, even for Euclidean space or the unit circle. However, several necessary conditions and several sufficient conditions are known. For instance it is known that in order for a multiplier operator to be bounded on even a single ''L<sup>p</sup>'' space, the multiplier must be bounded and measurable (this follows from the characterisation of ''L''<sup>2</sup> multipliers above and the inclusion property). However, this is not sufficient except when ''p'' = 2.
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Results that give sufficient conditions for boundedness are known as '''multiplier theorems'''.  Two such results are given below.


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==== Marcinkiewicz multiplier theorem ====
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Let <math>m: \mathbb{R} \rightarrow \mathbb{R}</math> be a bounded function that is [[continuously differentiable]] in every set of the form <math>(-2^{j+1}, -2^j) \cup (2^j, 2^{j+1})</math> for <math>j \in \mathbb{Z}</math> and has derivative such that
<ul>
:<math>\sup_{j \in \mathbb{Z}} \left( \int_{-2^{j+1}}^{-2^j} |m'(\xi)| \, d\xi + \int_{2^j}^{2^{j+1}} |m'(\xi)| \, d\xi \right) < \infty</math>.
 
Then ''m'' is an ''L<sup>p</sup>'' multiplier for all 1 < ''p'' < .
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==== Mikhlin multiplier theorem ====
Let ''m'' be a bounded function on '''R'''<sup>''n''</sup> which is smooth except possibly at the origin, and such that the function <math>\scriptstyle |x|^k |\nabla^k m|</math> is bounded for all integers <math>\scriptstyle 0 \leq k \leq n/2+1</math>:  then ''m'' is an ''L<sup>p</sup>'' multiplier for all 1 < ''p'' < ∞.


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This is a special case of the Hörmander-Mikhlin multiplier theorem.
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== Ray Ban Singapore Location  Historical review ==
The proof of these two theorems are fairly tricky, involving techniques from [[Calderón–Zygmund lemma|Calderón–Zygmund theory]]
and the [[Marcinkiewicz theorem|Marcinkiewicz interpolation theorem]]: for the original proof, see {{Harvtxt|Mikhlin|1956}} or {{Harvtxt|Mikhlin|1965|pp=225&ndash;240}}.


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Translations are bounded operators on any ''L<sup>p</sup>''. Differentiation is not bounded on any ''L<sup>p</sup>''. The [[Hilbert transform]] is bounded only for ''p'' strictly between 1 and . The fact that it is unbounded on ''L''<sup></sup> is easy, since it is well known that the Hilbert transform of a step function is unbounded. Duality gives the same for ''p'' = 1. However, both the Marcinkiewicz and Mikhlin multiplier theorems show that the Hilbert transform is bounded in ''L<sup>p</sup>'' for all 1 < ''p'' < .
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Another interesting case on the unit circle is when the sequence <math>x_n</math> is constant on the intervals <math>[2^n,2^{n+1}-1]</math> and <math>[-2^{n+1}+1,-2^n]</math>. From the Marcinkiewicz multiplier theorem (adapted to the context of the unit circle) we see that any such sequence (bounded, of course) is a multiplier for every 1 < ''p'' < ∞.


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In one dimension, the disk multiplier operator <math>S^0_R</math> is bounded on ''L<sup>p</sup>'' for every 1 < ''p'' < ∞.  However, in 1972, [[Charles Fefferman]] showed the surprising result that in two and higher dimensions the disk multiplier operator <math>S^0_R</math> is unbounded on ''L<sup>p</sup>'' for every ''p'' ≠ 2The corresponding problem for Bochner&ndash;Riesz multipliers is only partially solved; see also [[Bochner&ndash;Riesz operator]] and [[Bochner&ndash;Riesz conjecture]].
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== See also ==
*[[Calderón–Zygmund lemma]]
*[[Marcinkiewicz theorem]]
*[[Singular integrals]]
*[[Singular integral operators of convolution type]]


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== References ==
*{{citation|last=Duoandikoetxea|first=Javier|title=Fourier Analysis|publisher=American Mathematical Society|year=2001|isbn=0-8218-2172-5}}
* {{citation|first=Loukas|last= Grafakos|year=2008|title=Classical Fourier Analysis|edition=2nd|publisher=  Springer|isbn= 978-0-387-09431-1}}
* {{citation|first=Yitzhak|last= Katznelson|authorlink=Yitzhak Katznelson|year=2004|title=An Introduction to Harmonic Analysis| publisher=Cambridge University Press|isbn= 978-0-521-54359-0}}
*{{citation|title=Estimates for translation invariant operators in L<sup>p</sup> spaces|
first=Lars|last= Hörmander|authorlink=Lars Hörmander|journal=Acta Mathematica|year= 1960|volume= 104|pages=93–140|url=http://www.springerlink.com/content/6473j22054706403/?MUD=MP}}
*{{citation|first=Lars|last= Hörmander|authorlink=Lars Hörmander|title=The analysis of linear partial differential operators, I. Distribution theory and Fourier analysis|edition=2nd|publisher= Springer-Verlag|isbn= 3-540-52343-X|year=1990}}
*{{Citation
| last = Mikhlin
| first = Solomon G.
|authorlink=Solomon Mikhlin
| title = On the multipliers of Fourier integrals
| journal = [[Doklady Akademii Nauk SSSR]]
| volume = 109
| pages = 701–703
| year = 1956
| zbl = 0073.08402}} (in [[Russian language|Russian]]).
*{{Citation
| last = Mikhlin
| first = Solomon G.
|authorlink=Solomon Mikhlin
| title = Multidimensional singular integrals and integral equations
| publisher = [[Pergamon Press]]
| year = 1965
| series = International Series of Monographs in Pure and Applied Mathematics
| volume = 83
| zbl = 0129.07701}}. This contains a comprehensive survey of all results known at the time of publication, including a sketch of the history.
* {{citation|first=Walter|last= Rudin|authorlink=Walter Rudin|year=1962|title=Fourier Analysis on Groups|publisher= Interscience}}
* {{citation|first=Elias M.|last= Stein|authorlink=Elias Stein|year=1970|title=Singular Integrals and Differentiability Properties of Functions|publisher=Princeton University Press}}
* {{citation|first=Alberto|last= Torchinsky|year=2004|title=Real-Variable Methods in Harmonic Analysis| publisher=Dover|isbn= 0-486-43508-3}}


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Revision as of 19:26, 2 October 2013

In Fourier analysis, a multiplier operator is a type of linear operator, or transformation of functions. These operators act on a function by altering its Fourier transform. Specifically they multiply the Fourier transform of a function by a specified function known as the multiplier or symbol. Occasionally, the term "multiplier operator" itself is shortened simply to "multiplier".[1] In simple terms, the multiplier reshapes the frequencies involved in any function. This class of operators turns out to be broad: general theory shows that a translation-invariant operator on a group which obeys some (very mild) regularity conditions can be expressed as a multiplier operator, and conversely.[2] Many familiar operators, such as translations and differentiation, are multiplier operators, although there are many more complicated examples such as the Hilbert transform.

In signal processing, a multiplier operator is called a "filter", and the multiplier is the filter's frequency response (or transfer function).

In the wider context, multiplier operators are special cases of spectral multiplier operators, which arise from the functional calculus of an operator (or family of commuting operators). They are also special cases of pseudo-differential operators, and more generally Fourier integral operators. There are natural questions in this field that are still open, such as characterizing the Lp bounded multiplier operators (see below). In this context, multipliers are unrelated to Lagrange multipliers, except for the fact that they both involve the multiplication operation.

For the necessary background on the Fourier transform, see that page. Additional important background may be found on the pages operator norm and Lp space.

Examples

In the setting of periodic functions defined on the unit circle, the Fourier transform of a function is simply the sequence of its Fourier coefficients. To see that differentiation can be realized as multiplier, consider the Fourier series for the derivative of a periodic function ƒ(t). After using integration by parts in the definition of the Fourier coefficient we have that

.

So, formally, it follows that the Fourier series for the derivative is simply in multiplied by the Fourier series for ƒ. This is the same as saying that differentiation is a multiplier operator with multiplier in.

An example of a multiplier operator acting on functions on the real line is the Hilbert transform. It can be shown that the Hilbert transform is a multiplier operator whose multiplier is given by the m(ξ) = −i sgn(ξ), where sgn is the signum function.

Finally another important example of a multiplier is the characteristic function of the unit ball in Rn which arises in the study of "partial sums" for the Fourier transform (see Convergence of Fourier series).

Definition

Multiplier operators can be defined on any group G for which the Fourier transform is also defined (in particular, on any locally compact abelian group). The general definition is as follows. If f : GC is a sufficiently regular function, let denote its Fourier transform (where is the Pontryagin dual of G). Let denote another function, which we shall call the multiplier. Then the multiplier operator associated to this symbol m is defined via the formula

In other words, the Fourier transform of Tf at a frequency ξ is given by the Fourier transform of f at that frequency, multiplied by the value of the multiplier at that frequency. This explains the terminology "multiplier".

Note that the above definition only defines Tf implicitly; in order to recover Tf explicitly one needs to invert the Fourier transform. This can be easily done if both f and m are sufficiently smooth and integrable. One of the major problems in the subject is to determine, for any specified multiplier m, whether the corresponding Fourier multiplier operator continues to be well-defined when f has very low regularity, for instance if it is only assumed to lie in an Lp space. See the discussion on the "boundedness problem" below. As a bare minimum, one usually requires the multiplier m to be bounded and measurable; this is sufficient to establish boundedness on but is in general not strong enough to give boundedness on other spaces.

One can view the multiplier operator T as the composition of three operators, namely the Fourier transform, the operation of pointwise multiplication by m, and then the inverse Fourier transform. Equivalently, T is the conjugation of the pointwise multiplication operator by the Fourier transform. Thus one can think of multiplier operators as operators which are diagonalized by the Fourier transform.

Multiplier operators on common groups

We now specialize the above general definition to specific groups G. First consider the unit circle ; functions on G can thus be thought of as 2π-periodic functions on the real line. In this group, the Pontryagin dual is the group of integers, . The Fourier transform (for sufficiently regular functions f) is given by

and the inverse Fourier transform is given by

A multiplier in this setting is simply a sequence of numbers, and the operator associated to this multiplier is then given by the formula

at least for sufficiently well-behaved choices of the multiplier and the function f.

Now let G be a Euclidean space . Here the dual group is also Euclidean, , and the Fourier and inverse Fourier transforms are given by the formulae

A multiplier in this setting is a function , and the associated multiplier operator is defined by

again assuming sufficiently strong regularity and boundedness assumptions on the multiplier and function.

In the sense of distributions, there is no difference between multiplier operators and convolution operators; every multiplier T can also be expressed in the form Tf = f*K for some distribution K, known as the convolution kernel of T. In this view, translation by an amount x0 is convolution with a Dirac delta function δ(· − x0), differentiation is convolution with δ'. Further examples are given in the table below.

Diagrams

Further Examples

The following table shows some common examples of multiplier operators on the unit circle .

Name Multiplier Operator Kernel
Identity operator 1 f(t) Dirac delta function
Multiplication by a constant c c cf(t)
Translation by s f(t − s)
Differentiation in f '(t)
k-fold differentiation
Constant coefficient differential operator
Fractional derivative of order
Mean value 1
Mean-free component
Integration (of mean-free component) Sawtooth function
Periodic Hilbert transform H
Dirichlet summation Dirichlet kernel
Fejér summation Fejér kernel
General multiplier
General convolution operator

The following table shows some common examples of multiplier operators on Euclidean space .

Name Multiplier Operator Kernel
Identity operator 1 f(x)
Multiplication by a constant c c cf(x)
Translation by y f(x − y)
Derivative (one dimension only)
Partial derivative
Laplacian
Constant coefficient differential operator
Fractional derivative of order
Riesz potential of order
Bessel potential of order
Heat flow operator Heat kernel
Schrödinger equation evolution operator Schrödinger kernel
Hilbert transform H (one dimension only)
Riesz transforms Rj
Partial Fourier integral (one dimension only)
Disk multiplier (J is a Bessel function)
Bochner–Riesz operators
General multiplier
General convolution operator

General considerations

The map is a homomorphism of C*-algebras. This follows because the sum of two multiplier operators and is a multiplier operators with multiplier , the composition of these two multiplier operators is a multiplier operator with multiplier , and the adjointTemplate:Dn of a multiplier operator is another multiplier operator with multiplier .

In particular, we see that any two multiplier operators commute with each other. It is known that multiplier operators are translation-invariant. Conversely, one can show that any translation-invariant linear operator which is bounded on L2(G) is a multiplier operator.

The Lp boundedness problem

The Lp boundedness problem (for any particular p) for a given group G is, stated simply, to identify the multipliers m such that the corresponding multiplier operator is bounded from Lp(G) to Lp(G). Such multipliers are usually simply referred to as "Lp multipliers". Note that as multiplier operators are always linear, such operators are bounded if and only if they are continuous. This problem is considered to be extremely difficult in general, but many special cases can be treated. The problem depends greatly on p, although there is a duality relationship: if and 1 ≤ p, q ≤ ∞, then a multiplier operator is bounded on Lp if and only if it is bounded on Lq.

The Riesz-Thorin theorem shows that if a multiplier operator is bounded on two different Lp spaces, then it is also bounded on all intermediate spaces. Hence we get that the space of multipliers is smallest for L1 and L and grows as one approaches L2, which has the largest multiplier space.

Boundedness on L2

This is the easiest case. Parseval's theorem allows to solve this problem completely and obtain that a function m is an L2(G) multiplier if and only if it is bounded and measurable.

Boundedness on L1 or L

This case is more complicated than the Hilbertian (L2) case, but is fully resolved. The following is true:

Theorem: In the euclidean spacen, a function is an L1 multiplier (equivalently an L multiplier) if and only if there exists a finite Borel measure μ such that m is the Fourier transform of μ.

(The "if" part is a simple calculation. The "only if" part here is more complicated.)

Boundedness on Lp for 1 < p < ∞

In this general case, necessary and sufficient conditions for boundedness have not been established, even for Euclidean space or the unit circle. However, several necessary conditions and several sufficient conditions are known. For instance it is known that in order for a multiplier operator to be bounded on even a single Lp space, the multiplier must be bounded and measurable (this follows from the characterisation of L2 multipliers above and the inclusion property). However, this is not sufficient except when p = 2.

Results that give sufficient conditions for boundedness are known as multiplier theorems. Two such results are given below.

Marcinkiewicz multiplier theorem

Let be a bounded function that is continuously differentiable in every set of the form for and has derivative such that

.

Then m is an Lp multiplier for all 1 < p < ∞.

Mikhlin multiplier theorem

Let m be a bounded function on Rn which is smooth except possibly at the origin, and such that the function is bounded for all integers : then m is an Lp multiplier for all 1 < p < ∞.

This is a special case of the Hörmander-Mikhlin multiplier theorem.

The proof of these two theorems are fairly tricky, involving techniques from Calderón–Zygmund theory and the Marcinkiewicz interpolation theorem: for the original proof, see Template:Harvtxt or Template:Harvtxt.

Examples

Translations are bounded operators on any Lp. Differentiation is not bounded on any Lp. The Hilbert transform is bounded only for p strictly between 1 and ∞. The fact that it is unbounded on L is easy, since it is well known that the Hilbert transform of a step function is unbounded. Duality gives the same for p = 1. However, both the Marcinkiewicz and Mikhlin multiplier theorems show that the Hilbert transform is bounded in Lp for all 1 < p < ∞.

Another interesting case on the unit circle is when the sequence is constant on the intervals and . From the Marcinkiewicz multiplier theorem (adapted to the context of the unit circle) we see that any such sequence (bounded, of course) is a multiplier for every 1 < p < ∞.

In one dimension, the disk multiplier operator is bounded on Lp for every 1 < p < ∞. However, in 1972, Charles Fefferman showed the surprising result that in two and higher dimensions the disk multiplier operator is unbounded on Lp for every p ≠ 2. The corresponding problem for Bochner–Riesz multipliers is only partially solved; see also Bochner–Riesz operator and Bochner–Riesz conjecture.

See also

Notes

43 year old Petroleum Engineer Harry from Deep River, usually spends time with hobbies and interests like renting movies, property developers in singapore new condominium and vehicle racing. Constantly enjoys going to destinations like Camino Real de Tierra Adentro.

References

  • 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
  • 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
  • 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 (in Russian).
  • 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. This contains a comprehensive survey of all results known at the time of publication, including a sketch of the history.
  • 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
  • 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
  1. Template:Harvnb, Section 3.5.
  2. Template:Harvnb, Chapter II.