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Optimal rates of convergence for convex set estimation from support functions (1108.5341v2)
Published 26 Aug 2011 in math.ST and stat.TH
Abstract: We present a minimax optimal solution to the problem of estimating a compact, convex set from finitely many noisy measurements of its support function. The solution is based on appropriate regularizations of the least squares estimator. Both fixed and random designs are considered.