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  1. Asymptotic Analysis for Bifurcating Autoregressive Processes via a martingale approach
    Erschienen: 2008
    Verlag:  HAL CCSD

    We study the least-square (LS) estimator of the unknown parameters of a bifurcating auto-regressive process (BAR). Under very weak assumptions on the noise sequence (namely conditional pair-wise independence and moments of order $4$), we derive a... mehr

     

    We study the least-square (LS) estimator of the unknown parameters of a bifurcating auto-regressive process (BAR). Under very weak assumptions on the noise sequence (namely conditional pair-wise independence and moments of order $4$), we derive a precise rate of convergence for the LS estimator, as well as a quadratic strong law and a central limit theorem. Our main tool is martingale theory. However, standard results do not apply directly, as the martingales involved here have a special form and an exponential growth rate.

     

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    Quelle: BASE Fachausschnitt Germanistik
    Sprache: Englisch
    Medientyp: Konferenzveröffentlichung
    Format: Online
    Übergeordneter Titel: Joint Meeting of the Statistical Society of Canada and the Société Française de Statistique ; https://hal.archives-ouvertes.fr/hal-00325866 ; Joint Meeting of the Statistical Society of Canada and the Société Française de Statistique, May 2008, Ottawa, Canada
    Schlagworte: Bifurcating auto-regression; Tree-indexed times series; Martingales; Least-squares estimator; Almost sure convergence; Convergence rate; Quadratic strong law; Central limit theorem; [MATH.MATH-ST]Mathematics [math]/Statistics [math.ST]