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Article Dans Une Revue Communications in Statistics - Theory and Methods Année : 2012

Upper bounds for the error in some interpolation and extrapolation designs

Marco Di Battista
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Samuela Leoni-Aubin

Résumé

This paper deals with probabilistic upper bounds for the error in functional estimation defined on some interpolation and extrapolation designs, when the function to estimate is supposed to be analytic. The error pertaining to the estimate may depend on various factors: the frequency of observations on the knots, the position and number of the knots, and also on the error committed when approximating the function through its Taylor expansion. When the number of observations is fixed, then all these parameters are determined by the choice of the design and by the choice estimator of the unknown function. The scope of the paper is therefore to determine a rule for the minimal number of observation required to achieve an upper bound of the error on the estimate with a given maximal probability.
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Dates et versions

hal-00552057 , version 1 (07-01-2011)

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Michel Broniatowski, Giorgio Celant, Marco Di Battista, Samuela Leoni-Aubin. Upper bounds for the error in some interpolation and extrapolation designs. Communications in Statistics - Theory and Methods, 2012, 41 (16-17), pp.3002-3019. ⟨hal-00552057⟩
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