Khintchine inequality

Khintchine inequality

In mathematics, the Khintchine inequality, named after Aleksandr Khinchin and spelled in multiple ways in the Roman alphabet, is a theorem from probability, and is also frequently used in analysis. Heuristically, it says that if we pick N complex numbers x_1,...,x_N inmathbb{C}, and add them together each multiplied by a random sign pm 1 , then the expected value of its size, or the size it will be closest to on average, will be not too far off from sqrt{|x_1|^{2}+cdots + |x_N|^{2.

tatement of theorem

Let {epsilon_{n}}_{n=1}^{N} be i.i.d. random variables with P(epsilon_n=pm1)=frac12 for every n=1ldots N, i.e., a Rademacher sequence. Let 0 and let x_1,...,x_Nin mathbb{C}. Then

: A_p left( sum_{n=1}^{N}|x_{n}|^{2} ight)^{frac{1}{2 leq left(mathbb{E}Big|sum_{n=1}^{N}epsilon_{n}x_{n}Big|^{p} ight)^{1/p} leq B_p left(sum_{n=1}^{N}|x_{n}|^{2} ight)^{frac{1}{2

for some constants A_p,B_p>0 depending only on p (see Expected value for notation).

Uses in analysis

The uses of this inequality are not limited to applications in probability theory. One example of its use in analysis is the following: if we let T be a linear operator between two L"p" spaces L^p(X,mu) and L^p(Y, u) , 1leq p, with bounded norm |T|, then one can use Khinchine's inequality to show that

: left|left(sum_{n=1}^{N}|Tf_n|^{2} ight)^{frac{1}{2 ight|_{L^p(Y, u)}leq C_pleft|left(sum_{n=1}^{N}|f_{n}|^{2} ight)^{frac{1}{2 ight|_{L^p(X,mu)}

for some constant C_p>0 depending only on p and |T|.

References

*Thomas H. Wolff, "Lectures on Harmonic Analysis". American Mathematical Society, University Lecture Series vol. 29, 2003. ISBN 0-8218-3449-5


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