Lorentz space

In mathematical analysis, Lorentz spaces, introduced by George G. Lorentz in the 1950s,G. Lorentz, "Some new function spaces", Annals of Mathematics 51 (1950), pp. 37-55.G. Lorentz, "On the theory of spaces Λ", Pacific Journal of Mathematics 1 (1951), pp. 411-429. are generalisations of the more familiar L^{p} spaces.

The Lorentz spaces are denoted by L^{p,q}. Like the L^{p} spaces, they are characterized by a norm (technically a quasinorm) that encodes information about the "size" of a function, just as the L^{p} norm does. The two basic qualitative notions of "size" of a function are: how tall is the graph of the function, and how spread out is it. The Lorentz norms provide tighter control over both qualities than the L^{p} norms, by exponentially rescaling the measure in both the range (p) and the domain (q). The Lorentz norms, like the L^{p} norms, are invariant under arbitrary rearrangements of the values of a function.

Definition

The Lorentz space on a measure space (X, \mu) is the space of complex-valued measurable functions f on X such that the following quasinorm is finite

:\|f\|_{L^{p,q}(X,\mu)} = p^{\frac{1}{q}} \left \|t\mu\{|f|\ge t\}^{\frac{1}{p}} \right \|_{L^q \left (\mathbf{R}^+, \frac{dt}{t} \right)}

where 0 < p < \infty and 0 < q \leq \infty. Thus, when q < \infty,

:\|f\|_{L^{p,q}(X,\mu)}=p^{\frac{1}{q}}\left(\int_0^\infty t^q \mu\left\{x : |f(x)| \ge t\right\}^{\frac{q}{p}}\,\frac{dt}{t}\right)^{\frac{1}{q}}

= \left(\int_0^\infty \bigl(\tau \mu\left\{x : |f(x)|^p \ge \tau \right\}\bigr)^{\frac{q}{p}}\,\frac{d\tau}{\tau}\right)^{\frac{1}{q}}

.

and, when q = \infty,

:\|f\|_{L^{p,\infty}(X,\mu)}^p = \sup_{t>0}\left(t^p\mu\left\{x : |f(x)| > t \right\}\right).

It is also conventional to set L^{\infty,\infty}(X, \mu) = L^{\infty}(X, \mu).

Decreasing rearrangements

The quasinorm is invariant under rearranging the values of the function f, essentially by definition. In particular, given a complex-valued measurable function f defined on a measure space, (X, \mu), its decreasing rearrangement function, f^{\ast}: [0, \infty) \to [0, \infty] can be defined as

:f^{\ast}(t) = \inf \{\alpha \in \mathbf{R}^{+}: d_f(\alpha) \leq t\}

where d_{f} is the so-called distribution function of f, given by

:d_f(\alpha) = \mu(\{x \in X : |f(x)| > \alpha\}).

Here, for notational convenience, \inf \varnothing is defined to be \infty.

The two functions |f| and f^{\ast} are equimeasurable, meaning that

: \lambda \bigl( \{ x \in X : |f(x)| > \alpha\} \bigr) = \lambda \bigl( \{ t > 0 : f^{\ast}(t) > \alpha\} \bigr), \quad \alpha > 0,

where \lambda is the Lebesgue measure on the real line. The related symmetric decreasing rearrangement function, which is also equimeasurable with f, would be defined on the real line by

:\mathbf{R} \ni t \mapsto \tfrac{1}{2} f^{\ast}(|t|).

Given these definitions, for 0 < p < \infty and 0 < q \leq \infty, the Lorentz quasinorms are given by

:\| f \|_{L^{p, q}} = \begin{cases}

\left( \displaystyle \int_0^{\infty} \left (t^{\frac{1}{p}} f^{\ast}(t) \right )^q \, \frac{dt}{t} \right)^{\frac{1}{q}} & q \in (0, \infty), \\

\sup\limits_{t > 0} \, t^{\frac{1}{p}} f^{\ast}(t) & q = \infty.

\end{cases}

Lorentz sequence spaces

When (X,\mu)=(\mathbb{N},\#) (the counting measure on \mathbb{N}), the resulting Lorentz space is a sequence space. However, in this case it is convenient to use different notation.

=Definition.=

For (a_n)_{n=1}^\infty\in\mathbb{R}^\mathbb{N} (or \mathbb{C}^\mathbb{N} in the complex case), let \left\|(a_n)_{n=1}^\infty\right\|_p = \left(\sum_{n=1}^\infty|a_n|^p\right)^{1/p} denote the p-norm for 1\leq p<\infty and \left\|(a_n)_{n=1}^\infty\right\|_\infty = \sup_{n\in\N}|a_n| the ∞-norm. Denote by \ell_p the Banach space of all sequences with finite p-norm. Let c_0 the Banach space of all sequences satisfying \lim_{n\to\infty}a_n=0, endowed with the ∞-norm. Denote by c_{00} the normed space of all sequences with only finitely many nonzero entries. These spaces all play a role in the definition of the Lorentz sequence spaces d(w,p) below.

Let w=(w_n)_{n=1}^\infty\in c_0\setminus\ell_1 be a sequence of positive real numbers satisfying 1 = w_1 \geq w_2 \geq w_3 \geq \cdots, and define the norm \left\|(a_n)_{n=1}^\infty\right\|_{d(w,p)} = \sup_{\sigma\in\Pi}\left\|(a_{\sigma(n)}w_n^{1/p})_{n=1}^\infty\right\|_p. The Lorentz sequence space d(w,p) is defined as the Banach space of all sequences where this norm is finite. Equivalently, we can define d(w,p) as the completion of c_{00} under \|\cdot\|_{d(w,p)}.

Properties

The Lorentz spaces are genuinely generalisations of the L^{p} spaces in the sense that, for any p, L^{p,p} = L^{p}, which follows from Cavalieri's principle. Further, L^{p, \infty} coincides with weak L^{p}. They are quasi-Banach spaces (that is, quasi-normed spaces which are also complete) and are normable for 1 < p < \infty and 1 \leq q \leq \infty. When p = 1, L^{1, 1} = L^{1} is equipped with a norm, but it is not possible to define a norm equivalent to the quasinorm of L^{1,\infty}, the weak L^{1} space. As a concrete example that the triangle inequality fails in L^{1,\infty}, consider

:f(x) = \tfrac{1}{x} \chi_{(0,1)}(x)\quad \text{and} \quad g(x) = \tfrac{1}{1-x} \chi_{(0,1)}(x),

whose L^{1,\infty} quasi-norm equals one, whereas the quasi-norm of their sum f + g equals four.

The space L^{p,q} is contained in L^{p, r} whenever q < r. The Lorentz spaces are real interpolation spaces between L^{1} and L^{\infty}.

=Hölder's inequality=

\|fg\|_{L^{p,q}}\le A_{p_1,p_2,q_1,q_2}\|f\|_{L^{p_1,q_1}}\|g\|_{L^{p_2,q_2}} where 0, 0, 1/p=1/p_1+1/p_2, and 1/q=1/q_1+1/q_2.

=Dual space=

If (X,\mu) is a nonatomic σ-finite measure space, then
(i) (L^{p,q})^*=\{0\} for 0, or 1=p;
(ii) (L^{p,q})^*=L^{p',q'} for 1, or 0;
(iii) (L^{p,\infty})^*\ne\{0\} for 1\le p\le\infty.
Here p'=p/(p-1) for 1, p'=\infty for 0, and \infty'=1.

=Atomic decomposition=

The following are equivalent for 0.

(i) \|f\|_{L^{p,q}}\le A_{p,q}C.

(ii) f=\textstyle\sum_{n\in\mathbb{Z}}f_n where f_n has disjoint support, with measure \le2^n, on which 0 almost everywhere, and \|H_n2^{n/p}\|_{\ell^q(\mathbb{Z})}\le A_{p,q}C.

(iii) |f|\le\textstyle\sum_{n\in\mathbb{Z}}H_n\chi_{E_n} almost everywhere, where \mu(E_n)\le A_{p,q}'2^n and \|H_n2^{n/p}\|_{\ell^q(\mathbb{Z})}\le A_{p,q}C.

(iv) f=\textstyle\sum_{n\in\mathbb{Z}}f_n where f_n has disjoint support E_n, with nonzero measure, on which B_02^n\le|f_n|\le B_12^n almost everywhere, B_0,B_1 are positive constants, and \|2^n\mu(E_n)^{1/p}\|_{\ell^q(\mathbb{Z})}\le A_{p,q}C.

(v) |f|\le\textstyle\sum_{n\in\mathbb{Z}}2^n\chi_{E_n} almost everywhere, where \|2^n\mu(E_n)^{1/p}\|_{\ell^q(\mathbb{Z})}\le A_{p,q}C.

See also

References

  • {{Citation|last1=Grafakos|first1=Loukas|title=Classical Fourier analysis | publisher=Springer-Verlag | location=Berlin, New York | edition=2nd | series=Graduate Texts in Mathematics | isbn=978-0-387-09431-1 | doi= 10.1007/978-0-387-09432-8 |mr=2445437 | year=2008 | volume=249}}.

Notes

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Category:Banach spaces

Category:Lp spaces