Gaussian processes: Inequalities, small ball probabilities and applications (Q2734982)

From MaRDI portal





scientific article; zbMATH DE number 1640009
Language Label Description Also known as
English
Gaussian processes: Inequalities, small ball probabilities and applications
scientific article; zbMATH DE number 1640009

    Statements

    0 references
    0 references
    10 June 2002
    0 references
    small deviations
    0 references
    isoperimetric inequalities
    0 references
    concentration and deviation inequalities
    0 references
    comparison inequalities
    0 references
    correlation inequalities
    0 references
    metric entropy
    0 references
    exponential Tauberian theorem
    0 references
    fractional Brownian motions
    0 references
    Chung's laws of the iterated logarithm
    0 references
    Gaussian processes: Inequalities, small ball probabilities and applications (English)
    0 references
    Let \(\mu\) be a Gaussian measure on a real separable Banach space \(E\) equipped with its Borel \(\sigma\)-field \({\mathcal B}\) and with norm \(\|.\|\). The small ball probability (or small deviation) for Gaussian measure studies the behaviour of \(\log\mu(x: \|x\|\leq \varepsilon)\) as \(\varepsilon\to 0\). The topics presented by the authors for Gaussian processes are part of the general theory (of small deviation). The organization of this paper is as follows. Section 2 summarizes various inequalities for Gaussian processes or for Gaussian random variables. The emphasis is on comparison inequalities and correlation inequalities which play an important role in small ball estimates. In Section 3, the authors present small ball probabilities in the general setting. The links with metric entropy and Laplacian transforms are elaborated. Sections 4 and 5 pay special attention to Gaussian processes with index set in \({\mathbb R}\) and \({\mathbb R}^d\), respectively. In Section 6, they give exact values of small ball constants for certain special processes. Various applications are discussed in Section 7.NEWLINENEWLINEFor the entire collection see [Zbl 0961.60001].
    0 references

    Identifiers