A nonparametric approach to the estimation of lengths and surface areas
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Institute of Mathematical Statistics
Abstract
The Minkowski content L0(G) of a body G⊂ℝd represents the boundary length (for d=2) or the surface area (for d=3) of G. A method for estimating L0(G) is proposed. It relies on a nonparametric estimator based on the information provided by a random sample (taken on a rectangle containing G) in which we are able to identify whether every point is inside or outside G. Some theoretical properties concerning strong consistency, L1-error and convergence rates are obtained. A practical application to a problem of image analysis in cardiology is discussed in some detail. A brief simulation study is provided
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Cuevas, A., Fraiman, R., & Rodríguez-Casal, A. (2007). A nonparametric approach to the estimation of lengths and surface areas. The Annals Of Statistics, 35(3), 1031-1051. doi: 10.1214/009053606000001532
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https://doi.org/10.1214/009053606000001532Sponsors
Supported in part by Spanish Grants. MTM2004-00098, MTM2005-00820 and PGIDIT06PXIB207009PR
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© Institute of Mathematical Statistics, 2007







