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Fernique's theorem
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Fernique's theorem : ウィキペディア英語版
Fernique's theorem
In mathematics — specifically, in measure theory — Fernique's theorem is a result about Gaussian measures on Banach spaces. It extends the finite-dimensional result that a Gaussian random variable has exponential tails. The result was proved in 1970 by the mathematician Xavier Fernique.
==Statement of the theorem==
Let (''X'', || ||) be a separable Banach space. Let ''μ'' be a centered Gaussian measure on ''X'', i.e. a probability measure defined on the Borel sets of ''X'' such that, for every bounded linear functional ''ℓ'' : ''X'' → R, the push-forward measure ''ℓ''''μ'' defined on the Borel sets of R by
:( \ell_ \mu ) (A) = \mu ( \ell^ (A) ),
is a Gaussian measure (a normal distribution) with zero mean. Then there exists ''α'' > 0 such that
:\int_ \exp ( \alpha \| x \|^ ) \, \mathrm \mu (x) < + \infty.
''A fortiori'', ''μ'' (equivalently, any ''X''-valued random variable ''G'' whose law is ''μ'') has moments of all orders: for all ''k'' ≥ 0,
:\mathbb (\| G \|^ ) = \int_ \| x \|^ \, \mathrm \mu (x) < + \infty.

抄文引用元・出典: フリー百科事典『 ウィキペディア(Wikipedia)
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