Adaptive distributed methods under communication constraints
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Publication:2215741
DOI10.1214/19-AOS1890zbMath1455.62097arXiv1804.00864MaRDI QIDQ2215741
Harry van Zanten, Botond Szabó
Publication date: 14 December 2020
Published in: The Annals of Statistics (Search for Journal in Brave)
Full work available at URL: https://arxiv.org/abs/1804.00864
Nonparametric regression and quantile regression (62G08) Asymptotic properties of nonparametric inference (62G20) Minimax procedures in statistical decision theory (62C20) Statistical aspects of information-theoretic topics (62B10)
Related Items (8)
Nonparametric Bayesian Aggregation for Massive Data ⋮ An asymptotic analysis of distributed nonparametric methods ⋮ Distributed nonparametric function estimation: optimal rate of convergence and cost of adaptation ⋮ Optimal high-dimensional and nonparametric distributed testing under communication constraints ⋮ On lower bounds for the bias-variance trade-off ⋮ Distributed function estimation: adaptation using minimal communication ⋮ Distributed linear regression by averaging ⋮ Distributed adaptive Gaussian mean estimation with unknown variance: interactive protocol helps adaptation
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