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arxiv: 1802.04308 · v1 · pith:BUAXNMOYnew · submitted 2018-02-12 · 🧮 math.ST · stat.TH

Dimension-free PAC-Bayesian bounds for the estimation of the mean of a random vector

classification 🧮 math.ST stat.TH
keywords boundsdimension-freemeanpac-bayesianrandomvectoralmostapplying
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In this paper, we present a new estimator of the mean of a random vector, computed by applying some threshold function to the norm. Non asymptotic dimension-free almost sub-Gaussian bounds are proved under weak moment assumptions, using PAC-Bayesian inequalities.

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