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Consistent estimation of a mean planar curve modulo similarities

Abstract

We consider the problem of estimating a mean planar curve from a set of JJ random planar curves observed on a kk-points deterministic design. We study the consistency of a smoothed Procrustean mean curve when the observations obey a deformable model including some nuisance parameters such as random translations, rotations and scaling. The main contribution of the paper is to analyze the influence of the dimension kk of the data and of the number JJ of observed configurations on the convergence of the smoothed Procrustean estimator to the mean curve of the model. Some numerical experiments illustrate these results

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