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arxiv: 1111.1876 · v1 · pith:6ZPQG64Wnew · submitted 2011-11-08 · 🧮 math.ST · stat.ML· stat.TH

On the stability of bootstrap estimators

classification 🧮 math.ST stat.MLstat.TH
keywords bootstrapmetricspaceapproximationsborelcasescompactcomplete
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It is shown that bootstrap approximations of an estimator which is based on a continuous operator from the set of Borel probability measures defined on a compact metric space into a complete separable metric space is stable in the sense of qualitative robustness. Support vector machines based on shifted loss functions are treated as special cases.

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