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In [[mathematics]], the '''Riesz–Thorin theorem''', often referred to as the '''Riesz–Thorin interpolation theorem''' or the '''Riesz–Thorin convexity theorem''' is a result about ''interpolation of operators''.  It is named after [[Marcel Riesz]] and his student [[G. Olof Thorin]].
 
This theorem bounds the norms of  linear maps acting between [[lp space|''L<sup>p</sup>'']] spaces. Its usefulness stems from the fact that some of these spaces have rather simpler structure than others. Usually that refers to ''L''<sup>2</sup> which is a [[Hilbert space]], or to ''L''<sup>1</sup> and ''L''<sup>∞</sup>. Therefore one may prove theorems about the more complicated cases by proving them in two simple cases and then using the Riesz–Thorin theorem to pass from the simple cases to the complicated cases. The [[Marcinkiewicz theorem]] is similar but applies also to a class of non-linear maps.
 
==Motivation==
Let <math>0< p_0 < p_1 \leq \infty</math> and if <math>\frac{1}{p_\theta} = \frac{1-\theta}{p_0} + \frac{\theta}{p_1}</math>. By splitting up the function <math>f \in L^{p_\theta}</math> as the product <math>|f| = |f|^{1-\theta}|f|^{\theta}</math> and applying [[Hölder's inequality]] to its <math>p_\theta</math>'s power, we obtain the follwing result, foundational in the study of
<math>L^p</math>-spaces:
 
<blockquote>'''Proposition (log-convexity of <math>L^p</math>-norms).''' If <math>0< p_0 < q_1 \leq \infty</math> and if <math>\frac{1}{p_\theta} = \frac{1-\theta}{p_0} + \frac{\theta}{p_1}</math> for some <math> 0 < \theta < 1</math>, then <math> \|f\|_{p_\theta} \leq \|f\|_{p_0}^{1-\theta}\|f\|_{p_1}^\theta</math> for all <math>f \in L^p \cap L^q</math>.</blockquote>
 
This result, whose name derives from the convexity of the map <math>p \mapsto \log \|f\|_p</math> on <math>[0,\infty]</math>, implies that <math>L^{p_0} \cap L_{p_1}</math> is included in <math>L^{p_\theta}</math>.
 
On the other hand, if we take the ''layer-cake decomposition'' <math>f = f\chi_{\{|f|>1\}} + f\chi_{\{|f| \leq 1\}}</math>, then we see that <math>f\chi_{\{|f|>1\}} \in L^{p_0}</math> and <math>f\chi_{\{|f| \leq 1\}} \in L^{p_1}</math>, whence we obtain the following result:
 
<blockquote>'''Proposition.''' If <math>0< p_0 < p_1 \leq \infty</math> and if <math>\frac{1}{p_\theta} = \frac{1-\theta}{p_0} + \frac{\theta}{p_1}</math> for some <math> 0 < \theta < 1</math>, then each <math>f \in L^{p_\theta}</math> can be written as a sum of <math>g \in L^{p_0}</math> and <math>h \in L^{p_1}</math>.</blockquote>
 
In particular, the above result implies that <math>L^{p_\theta}</math> is included in <math>L^{p_0} + L^{p_1}</math>, the [[Minkowski addition|sumset]] of <math>L^{p_0}</math> and <math>L^{p_1}</math> in the space of all measurable functions. Therefore, we have the following chain of inclusions:
 
<blockquote>'''Corollary.''' <math>L^{p_0} \cap L^{p_1} \subset L^{p_\theta} \subset L^{p_0} + L^{p_1}</math>.</blockquote>
 
In practice, we often encounter [[Operator (mathematics)|operators]] defined on the [[sumset]] <math>L^{p_0}+L^{p_1}</math>. For example, the [[Riemann-Lebesgue lemma]] shows that the [[Fourier transform]] maps <math>L^1(\mathbb{R}^d)</math> [[Bounded operator|boundedly]] into <math>L^\infty(\mathbb{R}^d)</math>, and [[Plancherel theorem|Plancherel's theorem]] shows that the Fourier transform maps <math>L^2(\mathbb{R}^d)</math> boundedly into itself, whence the Fourier transform <math>\mathcal{F}</math> extends to <math>(L^1+L^2)(\mathbb{R}^d)</math> by setting <math>\mathcal{F}(f_1+f_2) = \mathcal{F}_{L^1}(f_1) + \mathcal{F}_{L^2}(f_2)</math> for all <math>f_1 \in L^1(\mathbb{R}^d)</math> and <math>f_2 \in L^2(\mathbb{R}^d)</math>. It is therefore natural to investigate the behavior of such operators on the ''intermediate subspaces'' <math>L^{p_\theta}</math>.
 
To this end, we go back to our example and note that the Fourier transform on the sumset <math>L^1 + L^2</math> was obtained by taking the sum of two instantiations of the same operator, namely <math>\mathcal{F}_{L^1}:L^1(\mathbb{R}^d) \to L^\infty(\mathbb{R}^d)</math> and <math>\mathcal{F}_{L^2}:L^2(\mathbb{R}^d) \to L^2(\mathbb{R}^d)</math>. These really are the ''same'' operator, in the sense that they agree on the subspace <math>(L^1 \cap L^2)(\mathbb{R}^d)</math>. Since the intersection contains [[simple function]]s, it is dense in both <math>L^1(\mathbb{R}^d)</math> and <math>L^2(\mathbb{R}^d)</math>. Densely-defined continuous functions admit unique extensions, and so we are justified in considering <math>\mathcal{F}_{L^1}</math> and <math>\mathcal{F}_{L^2}</math>
to be ''the same''.
 
Therefore, the problem of studying operators on the sumset <math>L^{p_0} + L^{p_1}</math> essentially reduces to the study of operators that map two natural domain spaces, <math>L^{p_0}</math> and <math>L^{q_0}</math>, boundedly to two target spaces: <math>L^{q_0}</math> and <math>L^{q_1}</math>, respectively. Since such operators map the sumset space <math>L^{p_0} + L^{p_1}</math> to <math>L^{q_0} + L^{q_1}</math>, it is natural to expect that these operators map the intermediate space <math>L^{p_\theta}</math> to the corresponding intermediate space<math>L^{q_\theta}</math>.
 
==Statement of the Theorem==
 
There are several ways to state the Riesz-Thorin interpolation theorem;<ref>Stein and Weiss (1971) and Grafakos (2010) use operators on simple functions, and Muscalu and Schlag (2013) uses operators on generic dense subsets of the intersection <math>L^{p_0} \cap L^{p_1}</math>. In contrast, Duoanddikoetxea (2001), Tao (2010), and Stein and Shakarchi (2011) use the sumset formulation, which we adopt in this section.</ref> to be consistent with the notations in the previous section, we shall use the sumset formulation.
 
<blockquote>'''Riesz-Thorin interpolation theorem'''. Let <math>(\Omega_1,\Sigma_1,\mu_1)</math> and <math>(\Omega_2,\Sigma_2,\mu_2)</math> be [[Σ-finite measure|<math>\sigma</math>-finite measure]] spaces, <math>1 \leq p_0 \leq p_1 \leq \infty</math>, <math>1 \leq q_0 \leq q_1 \leq \infty</math>, and <math>T:L^{p_0}(\mu_1) + L^{p_1}(\mu_1) \to L^{q_0}(\mu_2) + L^{q_1}(\mu_2)</math> be a [[linear operator]] that maps <math>L^{p_0}(\mu_1)</math> and <math>L^{p_1}(\mu_1)</math> [[Bounded operator|boundedly]] into <math>L^{q_0}(\mu_2)</math> and <math>L^{q_1}(\mu_2)</math>, respectively. If <math>0 < \theta < 1</math>, <math>\frac{1}{p_\theta} = \frac{1-\theta}{p_0} + \frac{\theta}{p_1}</math>, and <math>\frac{1}{q_\theta} = \frac{1-\theta}{q_0} + \frac{\theta}{q_1}</math>, then <math>T</math> maps <math>L^{p_\theta}(\mu_1)</math> boundedly into <math>L^{q_\theta}(\mu_2)</math> and satisfies the [[operator norm]] estimate <math>\|T\|_{L^{p_\theta} \to L^{q_\theta}} \leq \|T\|^{1-\theta}_{L^{p_0} \to L^{q_0}} \|T\|^{\theta}_{L^{p_1} \to L^{q_1}}</math>. </blockquote>
 
In other words, if <math>T</math> is simultaneously of '''type''' <math>(p_0,q_0)</math> and of type <math>(p_1,q_1)</math>, then <math>T</math> is of type <math>(p_\theta,q_\theta)</math> for all <math>0 < \theta < 1</math>. In this manner, the interpolation theorem lends itself to a pictorial description. Indeed, '''the Riesz diagram''' of <math>T</math> is the collection of all points <math>\left(\frac{1}{p},\frac{1}{q}\right)</math> in the unit square <math>[0,1] \times [0,1]</math> such that <math>T</math> is of type <math>(p,q)</math>. The interpolation theorem states that the Riesz diagram of <math>T</math> is a convex set: given two points in the Riesz diagram, the line segment that connects them will also be in the diagram.
 
The interpolation theorem was originally stated and proved by [[Marcel Riesz]] in 1927.<ref>Riesz (1927). The proof makes use of convexity results in the theory of bilinear forms. For this reason, many classical references such as Stein and Weiss (1971) refer to the Riesz-Thorin interpolation theorem as the '''Riesz convexity theorem'''.</ref> The 1927 paper establishes the theorem only for the ''lower triangle'' of the Riesz diagram, viz., with the restriction that <math>p_0 \leq q_0</math> and <math>p_1 \leq q_1</math>. [[Olof Thorin]] extended the interpolation theorem to the entire square, removing the lower-triangle restriction. The proof of Thorin was originally published in 1938 and was subsequently expanded upon in his 1948 thesis.<ref>Thorin (1948)</ref>
 
==Sketch of Proof==
 
The proof of the Riesz-Thorin interpolation theorem relies crucially on the [[Hadamard three-lines theorem]] to establish the requisite bounds. By the [[Lp space#Dual spaces|characterization of the dual spaces of <math>L^p</math>-spaces]], we see that
: <math> \|Tf\|_{q_\theta} = \sup_{\|g\|_{p_\theta} \leq 1} \left| \int (Tf)g \, d\mu_2\right|</math>.
By suitably defining variants <math>f_z</math> and <math>g_z</math> of <math>f</math> and <math>g</math> for each <math>z \in \mathbb{C}</math>, we obtain the [[entire function]]
: <math> \phi(z) = \int (Tf_z)g_z \, d\mu_2</math>
whose value at <math>z=\theta</math> is <math>\int (Tf)g</math>. We can then use the hypotheses to establish upper bounds of <math>\Phi</math> on the lines <math>\mathrm{Re} z = 0</math> and <math>\mathrm{Re} z = 1</math>, whence the [[Hadamard three-lines theorem]] establishes the interpolated bound of <math>\Phi</math> on the line <math>\mathrm{Re} z = \theta</math>. It now suffices to check that the bound at <math>z = \theta</math> is what we wanted.
 
==Interpolation of Analytic Families of Operators==
 
The proof outline presented in the above section readily generalizes to the case in which the operator <math>T</math> is allowed to vary analytically. In fact, an analogous proof can be carried out to establish a bound on the entire function
:<math>\varphi(z) = \int (T_z f_z)g_z \, d\mu_2</math>,
from which we obtain the following theorem of [[Elias Stein]], published in his 1956 thesis:<ref>Stein (1956). As [[Charles Fefferman]] points out in his essay in Fefferman, Fefferman, Wainger (1995), the proof of Stein interpolation theorem is essentially that of the Riesz-Thorin theorem with the letter <math>z</math> added to the operator. To compensate for this, a stronger version of the [[Hadamard three-lines theorem]], due to [[Isidore Isaac Hirschman, Jr.]], is used to establish the desired bounds. See Stein and Weiss (1971) for a detailed proof, and [http://terrytao.wordpress.com/2011/05/03/steins-interpolation-theorem/ a blog post of Tao] for a high-level exposition of the theorem.</ref>
 
<blockquote>
'''Stein interpolation theorem'''. Let <math>(\Omega_1,\Sigma_1,\mu_1)</math> and <math>(\Omega_2,\Sigma_2,\mu_2)</math> be [[Σ-finite measure|<math>\sigma</math>-finite measure]] spaces, <math>1 \leq p_0 \leq p_1 \leq \infty</math>, and <math>1 \leq q_0 \leq q_1 \leq \infty</math>. We take a collection of linear operators <math>\{T_z\}_{0 \leq \mathrm{Re} z \leq 1}</math> on the space of simple functions in <math>L^1(\mu_1)</math> into the space of all <math>\mu_2</math>-measurable functions on <math>\Omega_2</math> such that the mapping
:<math> z \mapsto \int (T_zf)g \, d\mu_2</math>
is continuous on the strip <math>S = \{z \in \mathbb{C} : 0 \leq \mathrm{Re} z \leq 1\}</math> and holomorphic in the interior of <math>S</math> for all simple functions <math>f</math> and <math>g</math>. We assume also that the operators satisfy the uniform bound
:<math> \sup_{z \in S} e^{-k|\mathrm{Im} z|} \left| \int (T_zf)g \, \mu_2 \right| < \infty</math>
for some constant <math>k < \pi</math>.
 
Assume that <math>T_z</math> maps <math>L^{p_0}(\mu_1)</math> [[Bounded operator|boundedly]] to <math>L^{q_0}(\mu_2)</math> whenever <math>\mathrm{Re} z = 0</math>, and that <math>T_z</math> maps <math>L^{p_1}(\mu_1)</math> boundedly to <math>L^{q_1}(\mu_2)</math> whenever <math>\mathrm{Re} z = 1</math>. If the operator norms satisfy the uniform bound
: <math> \sup_{\mathrm{Re} z = 0 \mbox{ or } 1} e^{-k|\mathrm{Im}z|} \log\|T_z\| < \infty</math>,
then, for each <math>0 < \theta < 1</math>, the operator <math>T_\theta</math> maps <math>L^{p_\theta}(\mu_1)</math> boundedly into <math>L^{q_\theta}(\mu_2)</math>.
</blockquote>
 
The theory of [[Hardy space#Real Hardy spaces for Rn|real Hardy spaces]] and the [[Bounded mean oscillation|space of bounded mean oscillations]] permits us to wield the Stein interpolation theorem argument in dealing with operators on the Hardy space <math>H^1(\mathbb{R}^d)</math> and the space <math>BMO</math> of bounded mean oscillations; this is a result of [[Charles Fefferman]] and [[Elias Stein]].<ref>Fefferman and Stein (1972)</ref>
 
==Applications==
 
===Hausdorff−Young inequality===
{{main|Hausdorff−Young inequality}}
We have seen in the [[Riesz-Thorin theorem#Motivation|first section]] that the [[Fourier transform]] <math>\mathcal{F}</math> maps <math>L^1(\mathbb{R}^d)</math> boundedly into <math>L^\infty(\mathbb{R}^d)</math> and <math>L^2(\mathbb{R}^d)</math> into itself. A similar argument shows that the [[Fourier series|Fourier series operator]] that transforms periodic functions <math>f:\mathbb{T} \to \mathbb{C}</math> into functions <math>\hat{f}:\mathbb{Z} \to \mathbb{C}</math> whose values are the Fourier coefficients
: <math>\hat{f}(n) = \frac{1}{2\pi} \int_{-\pi}^{\pi} f(x) e^{-inx} \, dx</math>
maps <math>L^1(\mathbb{T})</math> boundedly into <math>l^\infty(\mathbb{Z})</math> and <math>L^2(\mathbb{T})</math> into <math>l^2(\mathbb{Z})</math>. The Riesz-Thorin interpolation theorem now implies that
: <math>\|\mathcal{F}f\|_{L^{p'}(\mathbb{R}^d)} \leq \|f\|_{L^p(\mathbb{R}^d)}</math> and <math>\|\hat{f}\|_{l^{p'}(\mathbb{Z})} \leq \|f\|_{L^p(\mathbb{T})}</math>,
where <math>1 \leq p \leq 2</math> and <math>\frac{1}{p} + \frac{1}{p'} = 1</math>. This is the [[Hausdorff–Young inequality]].
 
The Hausdorff-Young inequality can also be established for the [[Locally compact abelian group|Fourier transform on locally compact abelian groups]]. We also note that the norm estimate of 1 is not optimal. See [[Hausdorff-Young inequality|the main article]] for references.
 
===Convolution operators===
{{main|Young's_inequality#Young.27s_inequality_for_convolutions}}
Let ''f'' be a fixed integrable function and let ''T'' be the operator of convolution with ''f'', i.e., for each function ''g'' we have
 
:<math>Tg = f * g.</math>
 
It is well known that ''T'' is bounded from ''L''<sup>1</sup> to ''L''<sup>1</sup> and it is trivial that it is bounded from ''L''<sup>∞</sup> to ''L''<sup>∞</sup> (both bounds are by <math>\|f\|_1</math>). Therefore the Riesz–Thorin theorem gives
 
:<math>\|f*g\|_p\leq \|f\|_1\|g\|_p.</math>
 
We take this inequality and switch the role of the operator and the operand, or in other words, we think of ''S'' as the operator of convolution with ''g'', and get that ''S'' is bounded from ''L''<sup>1</sup> to ''L<sup>p</sup>''. Further, since ''g'' is in ''L<sup>p</sup>'' we get, in view of Hölder's inequality, that ''S'' is bounded from ''L<sup>q</sup>'' to ''L''<sup>∞</sup>, where again 1/''p'' + 1/''q'' = 1. So interpolating we get
 
:<math>\|f*g\|_s\leq \|f\|_r\|g\|_p</math>
 
where the connection between ''p'', ''r'' and ''s'' is
 
:<math>\frac{1}{r}+\frac{1}{p}=1+\frac{1}{s}.</math>
 
===The Hilbert transform===
{{main|Hilbert transform}}
 
The '''Hilbert transform''' of <math>f:\mathbb{R} \to \mathbb{C}</math> is given by
: <math> \mathcal{H}f(x) = \frac{1}{\pi} \, \mathrm{p.v.} \int_{-\infty}^\infty \frac{f(x-t)}{t} \, dt = \left(\frac{1}{\pi} \, \mathrm{p.v.} \frac{1}{t}  \ast f\right)(x)</math>,
where p.v. indicates the [[Cauchy principal value]] of the integral. The Hilbert transform is a [[Multiplier (Fourier analysis)|Fourier multiplier operator]] with a particularly simple multiplier:
: <math> \widehat{\mathcal{H}f}(\xi) = -i \, \mathrm{sgn}(\xi) \hat{f}(\xi)</math>.
It follows from the [[Plancherel theorem]] that the Hilbert transform maps <math>L^2(\mathbb{R})</math> boundedly into itself.
 
Nevertheless, the Hilbert transform is is not bounded on <math>L^1(\mathbb{R})</math> or <math>L^\infty(\mathbb{R})</math>, and so we cannot use the Riesz-Thorin interpolation theorem directly.
To see why we do not have these endpoint bounds, it suffices to compute the Hilbert transform of the simple functions <math>\chi_{(-1,1)}(x)</math> and <math>\chi_{(0,1)}(x)- \chi_{(0,1)}(-x)</math>.
We can show, however, that
: <math>(\mathcal{H}f)^2 = f^2 + 2\mathcal{H}(f\mathcal{H}f)</math>
for all [[Schwartz space|Schwartz functions]] <math>f:\mathbb{R} \to \mathbb{C}</math>, and this identity can be used in conjunction with the [[Cauchy–Schwarz inequality]] to show that the Hilbert transform maps <math>L^{2^n}(\mathbb{R}^d)</math> boundedly into itself for all <math>n \geq 2</math>.
Interpolation now establishes the bound
:<math> \|\mathcal{H}f\|_p \leq A_p \|f\|_p</math>
for all <math>2 \leq p < \infty </math>, and the [[Self-adjoint operator|self-adjointness]] of the Hilbert transform can be used to carry over these bounds to the <math>1 < p \leq 2 </math> case.
 
==Comparison with the Real Interpolation Method==
 
While the Riesz-Thorin interpolation theorem and its variants are powerful tools that yield a clean estimate on the interpolated operator norms, they suffer from numerous defects: some minor, some more severe. Note first that the complex-analytic nature of the proof of the Riesz-Thorin interpolation theorem forces the scalar field to be <math>\mathbb{C}</math>. For extended-real-valued functions, this restriction can be bypassed by redefining the function to be finite everywhere---possible, as every integrable function must be finite almost everywhere. A more serious disadvantage is that, in practice, many operators, such as the [[Hardy-Littlewood maximal operator]] and the [[Calderón-Zygmund theory|Calderón-Zygmund operators]], do not have good endpoint estimates.<ref>[[Elias Stein]] is quoted for saying that interesting operators in [[harmonic analysis]] are rarely bounded on <math>L^1</math> and <math>L^\infty</math>.</ref> In the case of the Hilbert transform in the previous section, we were able to bypass this problem by explicitly computing the norm estimates at several midway points. This is cumbersome and is often not possible in more general scenarios. Since many such operators satisfy the '''weak-type estimates'''
: <math> \mu\left(\{x : Tf(x) > \alpha\}\right) \leq \left( \frac{C_{p,q} \|f\|_p}{\alpha} \right)^q </math>,
real interpolation theorems such as the [[Marcinkiewicz interpolation theorem]] are better-suited for them. Furthermore, a good number of important operators, such as the [[Hardy-Littlewood maximal operator]], are only [[Sublinear function|sublinear]]. This is not a hindrance to applying real interpolation methods, but complex interpolation methods are ill-equipped to handle non-linear operators. On the other hand, real interpolation methods, compared to complex interpolation methods, tend to produce worse estimates on the intermediate operator norms and do not behave as well off the diagonal in the Riesz diagram. The off-diagonal versions of the Marcinkiewicz interpolation theorem require the formalism of [[Lorentz space]]s and do not necessarily produce norm estimates on the <math>L^p</math>-spaces.
 
==Mityagin's theorem==
B. Mityagin extended the Riesz–Thorin theorem; this extension is formulated here in the special case of [[Sequence space|spaces of sequences]] with [[Schauder basis|unconditional bases]] (cf. below).
 
Assume <math>\|A\|_{\ell_1 \to \ell_1} \leq M</math>, <math>\|A\|_{\ell_\infty \to \ell_\infty} \leq M</math>. Then <math>\|A\|_{X \to X} \leq M</math> for any unconditional Banach space of sequences ''X'' (that is, for any <math>(x_i) \in X</math> and any <math>(\epsilon_i) \in \{ -1, +1 \}^\infty</math>, <math>\| (\epsilon_i x_i) \|_X = \| (x_i) \|_X </math>).
 
The proof is based on the [[Krein–Milman theorem]].
 
== See also ==
* [[Marcinkiewicz interpolation theorem]]
* [[Interpolation space]]
 
==Notes==
{{reflist}}
 
==References==
* {{citation|first1=N.|last1=Dunford|first2=J.T.|last2=Schwartz|authorlink2=Jacob T. Schwartz|title=Linear operators, Parts I and II|publisher=Wiley-Interscience|year=1958}}.
* {{Citation | last1=Fefferman |first1=Charles | last2=Stein | first2=Elias M. | title=<math>H^p</math> Spaces of Several variables | year=1972 | volume=129 | journal=Acta Mathematica | pages=137–193}}
* {{citation|first1=I.M.|last1=Glazman|first2=Yu.I.|last2=Lyubich|title=Finite-dimensional linear analysis: a systematic presentation in problem form''|publisher=The M.I.T. Press|publication-place=Cambridge, Mass.|year=1974}}.  Translated from the Russian and edited by G. P. Barker and G. Kuerti.
* {{citation|mr=0717035|first=L.|last= Hörmander|authorlink=Lars Hörmander|title=The analysis of linear partial differential operators I|series= Grundl. Math. Wissenschaft. |volume= 256 |publisher= Springer  |year=1983|ISBN=3-540-12104-8 }}.
* {{citation|first=B.S.|last=Mitjagin [Mityagin]|title=An interpolation theorem for modular spaces'' (Russian)|journal=Mat. Sb. (N.S.)|volume=66|issue=108|year=1965|pages=473–482}}.
* {{Citation | last1=Thorin | first1=G. O. | title=Convexity theorems generalizing those of M. Riesz and Hadamard with some applications | mr=0025529 | year=1948 | journal=Comm. Sem. Math. Univ. Lund [Medd. Lunds Univ. Mat. Sem.] | volume=9 | pages=1–58}}
* {{Citation |last1= Riesz | first1=Marcel | title=Sur les maxima des formes bilinéaires et sur les fonctionnelles linéaires | year=1927 | volume=49 | journal=Acta Mathematica | pages=465–497}}
* {{Citation | last1=Stein | first1=Elias M. | title=Interpolation of Linear Operators | year=1956 | volume=83 | journal=Trans. Amer. Math. Soc.  | pages=482–492}}
* {{Citation | last1=Stein |first1=Elias M. | last2=Shakarchi | first2=Rami | title=Functional Analysis: Introduction to Further Topics in Analysis | year=2011 | publisher=Princeton University Press}}
* {{Citation | last1=Stein |first1=Elias M. | last2=Weiss | first2=Guido | title=Introduction to Fourier Analysis on Euclidean Spaces | year=1971 | publisher=Princeton University Press}}
 
{{DEFAULTSORT:Riesz-Thorin theorem}}
[[Category:Theorems in harmonic analysis]]
[[Category:Theorems in Fourier analysis]]
[[Category:Theorems in functional analysis]]
[[Category:Banach spaces]]
[[Category:Operator theory]]

Revision as of 17:14, 3 October 2013

In mathematics, the Riesz–Thorin theorem, often referred to as the Riesz–Thorin interpolation theorem or the Riesz–Thorin convexity theorem is a result about interpolation of operators. It is named after Marcel Riesz and his student G. Olof Thorin.

This theorem bounds the norms of linear maps acting between Lp spaces. Its usefulness stems from the fact that some of these spaces have rather simpler structure than others. Usually that refers to L2 which is a Hilbert space, or to L1 and L. Therefore one may prove theorems about the more complicated cases by proving them in two simple cases and then using the Riesz–Thorin theorem to pass from the simple cases to the complicated cases. The Marcinkiewicz theorem is similar but applies also to a class of non-linear maps.

Motivation

Let 0<p0<p1 and if 1pθ=1θp0+θp1. By splitting up the function fLpθ as the product |f|=|f|1θ|f|θ and applying Hölder's inequality to its pθ's power, we obtain the follwing result, foundational in the study of Lp-spaces:

Proposition (log-convexity of Lp

-norms). If

0<p0<q1

and if

1pθ=1θp0+θp1

for some

0<θ<1

, then

fpθfp01θfp1θ

for all

fLpLq

.

This result, whose name derives from the convexity of the map plogfp on [0,], implies that Lp0Lp1 is included in Lpθ.

On the other hand, if we take the layer-cake decomposition f=fχ{|f|>1}+fχ{|f|1}, then we see that fχ{|f|>1}Lp0 and fχ{|f|1}Lp1, whence we obtain the following result:

Proposition. If

0<p0<p1

and if

1pθ=1θp0+θp1

for some

0<θ<1

, then each

fLpθ

can be written as a sum of

gLp0

and

hLp1

.

In particular, the above result implies that Lpθ is included in Lp0+Lp1, the sumset of Lp0 and Lp1 in the space of all measurable functions. Therefore, we have the following chain of inclusions:

Corollary.

Lp0Lp1LpθLp0+Lp1

.

In practice, we often encounter operators defined on the sumset Lp0+Lp1. For example, the Riemann-Lebesgue lemma shows that the Fourier transform maps L1(d) boundedly into L(d), and Plancherel's theorem shows that the Fourier transform maps L2(d) boundedly into itself, whence the Fourier transform extends to (L1+L2)(d) by setting (f1+f2)=L1(f1)+L2(f2) for all f1L1(d) and f2L2(d). It is therefore natural to investigate the behavior of such operators on the intermediate subspaces Lpθ.

To this end, we go back to our example and note that the Fourier transform on the sumset L1+L2 was obtained by taking the sum of two instantiations of the same operator, namely L1:L1(d)L(d) and L2:L2(d)L2(d). These really are the same operator, in the sense that they agree on the subspace (L1L2)(d). Since the intersection contains simple functions, it is dense in both L1(d) and L2(d). Densely-defined continuous functions admit unique extensions, and so we are justified in considering L1 and L2 to be the same.

Therefore, the problem of studying operators on the sumset Lp0+Lp1 essentially reduces to the study of operators that map two natural domain spaces, Lp0 and Lq0, boundedly to two target spaces: Lq0 and Lq1, respectively. Since such operators map the sumset space Lp0+Lp1 to Lq0+Lq1, it is natural to expect that these operators map the intermediate space Lpθ to the corresponding intermediate spaceLqθ.

Statement of the Theorem

There are several ways to state the Riesz-Thorin interpolation theorem;[1] to be consistent with the notations in the previous section, we shall use the sumset formulation.

Riesz-Thorin interpolation theorem. Let

(Ω1,Σ1,μ1)

and

(Ω2,Σ2,μ2)

be

σ

-finite measure spaces,

1p0p1

,

1q0q1

, and

T:Lp0(μ1)+Lp1(μ1)Lq0(μ2)+Lq1(μ2)

be a linear operator that maps

Lp0(μ1)

and

Lp1(μ1)

boundedly into

Lq0(μ2)

and

Lq1(μ2)

, respectively. If

0<θ<1

,

1pθ=1θp0+θp1

, and

1qθ=1θq0+θq1

, then

T

maps

Lpθ(μ1)

boundedly into

Lqθ(μ2)

and satisfies the operator norm estimate

TLpθLqθTLp0Lq01θTLp1Lq1θ

.

In other words, if T is simultaneously of type (p0,q0) and of type (p1,q1), then T is of type (pθ,qθ) for all 0<θ<1. In this manner, the interpolation theorem lends itself to a pictorial description. Indeed, the Riesz diagram of T is the collection of all points (1p,1q) in the unit square [0,1]×[0,1] such that T is of type (p,q). The interpolation theorem states that the Riesz diagram of T is a convex set: given two points in the Riesz diagram, the line segment that connects them will also be in the diagram.

The interpolation theorem was originally stated and proved by Marcel Riesz in 1927.[2] The 1927 paper establishes the theorem only for the lower triangle of the Riesz diagram, viz., with the restriction that p0q0 and p1q1. Olof Thorin extended the interpolation theorem to the entire square, removing the lower-triangle restriction. The proof of Thorin was originally published in 1938 and was subsequently expanded upon in his 1948 thesis.[3]

Sketch of Proof

The proof of the Riesz-Thorin interpolation theorem relies crucially on the Hadamard three-lines theorem to establish the requisite bounds. By the characterization of the dual spaces of Lp-spaces, we see that

Tfqθ=supgpθ1|(Tf)gdμ2|.

By suitably defining variants fz and gz of f and g for each z, we obtain the entire function

ϕ(z)=(Tfz)gzdμ2

whose value at z=θ is (Tf)g. We can then use the hypotheses to establish upper bounds of Φ on the lines Rez=0 and Rez=1, whence the Hadamard three-lines theorem establishes the interpolated bound of Φ on the line Rez=θ. It now suffices to check that the bound at z=θ is what we wanted.

Interpolation of Analytic Families of Operators

The proof outline presented in the above section readily generalizes to the case in which the operator T is allowed to vary analytically. In fact, an analogous proof can be carried out to establish a bound on the entire function

φ(z)=(Tzfz)gzdμ2,

from which we obtain the following theorem of Elias Stein, published in his 1956 thesis:[4]

Stein interpolation theorem. Let (Ω1,Σ1,μ1) and (Ω2,Σ2,μ2) be σ-finite measure spaces, 1p0p1, and 1q0q1. We take a collection of linear operators {Tz}0Rez1 on the space of simple functions in L1(μ1) into the space of all μ2-measurable functions on Ω2 such that the mapping

z(Tzf)gdμ2

is continuous on the strip S={z:0Rez1} and holomorphic in the interior of S for all simple functions f and g. We assume also that the operators satisfy the uniform bound

supzSek|Imz||(Tzf)gμ2|<

for some constant k<π.

Assume that Tz maps Lp0(μ1) boundedly to Lq0(μ2) whenever Rez=0, and that Tz maps Lp1(μ1) boundedly to Lq1(μ2) whenever Rez=1. If the operator norms satisfy the uniform bound

supRez=0 or 1ek|Imz|logTz<,

then, for each 0<θ<1, the operator Tθ maps Lpθ(μ1) boundedly into Lqθ(μ2).

The theory of real Hardy spaces and the space of bounded mean oscillations permits us to wield the Stein interpolation theorem argument in dealing with operators on the Hardy space H1(d) and the space BMO of bounded mean oscillations; this is a result of Charles Fefferman and Elias Stein.[5]

Applications

Hausdorff−Young inequality

Mining Engineer (Excluding Oil ) Truman from Alma, loves to spend time knotting, largest property developers in singapore developers in singapore and stamp collecting. Recently had a family visit to Urnes Stave Church. We have seen in the first section that the Fourier transform maps L1(d) boundedly into L(d) and L2(d) into itself. A similar argument shows that the Fourier series operator that transforms periodic functions f:𝕋 into functions f^: whose values are the Fourier coefficients

f^(n)=12πππf(x)einxdx

maps L1(𝕋) boundedly into l() and L2(𝕋) into l2(). The Riesz-Thorin interpolation theorem now implies that

fLp(d)fLp(d) and f^lp()fLp(𝕋),

where 1p2 and 1p+1p=1. This is the Hausdorff–Young inequality.

The Hausdorff-Young inequality can also be established for the Fourier transform on locally compact abelian groups. We also note that the norm estimate of 1 is not optimal. See the main article for references.

Convolution operators

Mining Engineer (Excluding Oil ) Truman from Alma, loves to spend time knotting, largest property developers in singapore developers in singapore and stamp collecting. Recently had a family visit to Urnes Stave Church. Let f be a fixed integrable function and let T be the operator of convolution with f, i.e., for each function g we have

Tg=f*g.

It is well known that T is bounded from L1 to L1 and it is trivial that it is bounded from L to L (both bounds are by f1). Therefore the Riesz–Thorin theorem gives

f*gpf1gp.

We take this inequality and switch the role of the operator and the operand, or in other words, we think of S as the operator of convolution with g, and get that S is bounded from L1 to Lp. Further, since g is in Lp we get, in view of Hölder's inequality, that S is bounded from Lq to L, where again 1/p + 1/q = 1. So interpolating we get

f*gsfrgp

where the connection between p, r and s is

1r+1p=1+1s.

The Hilbert transform

Mining Engineer (Excluding Oil ) Truman from Alma, loves to spend time knotting, largest property developers in singapore developers in singapore and stamp collecting. Recently had a family visit to Urnes Stave Church.

The Hilbert transform of f: is given by

f(x)=1πp.v.f(xt)tdt=(1πp.v.1tf)(x),

where p.v. indicates the Cauchy principal value of the integral. The Hilbert transform is a Fourier multiplier operator with a particularly simple multiplier:

f^(ξ)=isgn(ξ)f^(ξ).

It follows from the Plancherel theorem that the Hilbert transform maps L2() boundedly into itself.

Nevertheless, the Hilbert transform is is not bounded on L1() or L(), and so we cannot use the Riesz-Thorin interpolation theorem directly. To see why we do not have these endpoint bounds, it suffices to compute the Hilbert transform of the simple functions χ(1,1)(x) and χ(0,1)(x)χ(0,1)(x). We can show, however, that

(f)2=f2+2(ff)

for all Schwartz functions f:, and this identity can be used in conjunction with the Cauchy–Schwarz inequality to show that the Hilbert transform maps L2n(d) boundedly into itself for all n2. Interpolation now establishes the bound

fpApfp

for all 2p<, and the self-adjointness of the Hilbert transform can be used to carry over these bounds to the 1<p2 case.

Comparison with the Real Interpolation Method

While the Riesz-Thorin interpolation theorem and its variants are powerful tools that yield a clean estimate on the interpolated operator norms, they suffer from numerous defects: some minor, some more severe. Note first that the complex-analytic nature of the proof of the Riesz-Thorin interpolation theorem forces the scalar field to be . For extended-real-valued functions, this restriction can be bypassed by redefining the function to be finite everywhere---possible, as every integrable function must be finite almost everywhere. A more serious disadvantage is that, in practice, many operators, such as the Hardy-Littlewood maximal operator and the Calderón-Zygmund operators, do not have good endpoint estimates.[6] In the case of the Hilbert transform in the previous section, we were able to bypass this problem by explicitly computing the norm estimates at several midway points. This is cumbersome and is often not possible in more general scenarios. Since many such operators satisfy the weak-type estimates

μ({x:Tf(x)>α})(Cp,qfpα)q,

real interpolation theorems such as the Marcinkiewicz interpolation theorem are better-suited for them. Furthermore, a good number of important operators, such as the Hardy-Littlewood maximal operator, are only sublinear. This is not a hindrance to applying real interpolation methods, but complex interpolation methods are ill-equipped to handle non-linear operators. On the other hand, real interpolation methods, compared to complex interpolation methods, tend to produce worse estimates on the intermediate operator norms and do not behave as well off the diagonal in the Riesz diagram. The off-diagonal versions of the Marcinkiewicz interpolation theorem require the formalism of Lorentz spaces and do not necessarily produce norm estimates on the Lp-spaces.

Mityagin's theorem

B. Mityagin extended the Riesz–Thorin theorem; this extension is formulated here in the special case of spaces of sequences with unconditional bases (cf. below).

Assume A11M, AM. Then AXXM for any unconditional Banach space of sequences X (that is, for any (xi)X and any (ϵi){1,+1}, (ϵixi)X=(xi)X).

The proof is based on the Krein–Milman theorem.

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. Translated from the Russian and edited by G. P. Barker and G. Kuerti.
  • 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
  • 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. Stein and Weiss (1971) and Grafakos (2010) use operators on simple functions, and Muscalu and Schlag (2013) uses operators on generic dense subsets of the intersection Lp0Lp1. In contrast, Duoanddikoetxea (2001), Tao (2010), and Stein and Shakarchi (2011) use the sumset formulation, which we adopt in this section.
  2. Riesz (1927). The proof makes use of convexity results in the theory of bilinear forms. For this reason, many classical references such as Stein and Weiss (1971) refer to the Riesz-Thorin interpolation theorem as the Riesz convexity theorem.
  3. Thorin (1948)
  4. Stein (1956). As Charles Fefferman points out in his essay in Fefferman, Fefferman, Wainger (1995), the proof of Stein interpolation theorem is essentially that of the Riesz-Thorin theorem with the letter z added to the operator. To compensate for this, a stronger version of the Hadamard three-lines theorem, due to Isidore Isaac Hirschman, Jr., is used to establish the desired bounds. See Stein and Weiss (1971) for a detailed proof, and a blog post of Tao for a high-level exposition of the theorem.
  5. Fefferman and Stein (1972)
  6. Elias Stein is quoted for saying that interesting operators in harmonic analysis are rarely bounded on L1 and L.