The Annals of Statistics

Volume 45, Number 2

April 2017

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Frontmatter

Table of Contents
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Editorial Board
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Articles

Mimicking counterfactual outcomes to estimate causal effectsJudith J. Lok; 461 - 499
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Likelihood-based model selection for stochastic block modelsY. X. Rachel Wang and Peter J. Bickel; 500 - 528
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Multiple testing of local maxima for detection of peaks in random fieldsDan Cheng and Armin Schwartzman; 529 - 556
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A rate optimal procedure for recovering sparse differences between high-dimensional means under dependenceJun Li and Ping-Shou Zhong; 557 - 590
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Online estimation of the geometric median in Hilbert spaces: Nonasymptotic confidence ballsHervé Cardot, Peggy Cénac, and Antoine Godichon-Baggioni; 591 - 614
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Confidence intervals for high-dimensional linear regression: Minimax rates and adaptivityT. Tony Cai and Zijian Guo; 615 - 646
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Estimating the effect of joint interventions from observational data in sparse high-dimensional settingsPreetam Nandy, Marloes H. Maathuis, and Thomas S. Richardson; 647 - 674
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Identifiability of restricted latent class models with binary responsesGongjun Xu; 675 - 707
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A Bernstein-type inequality for some mixing processes and dynamical systems with an application to learningHanyuan Hang and Ingo Steinwart; 708 - 743
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Consistency of likelihood estimation for Gibbs point processesDavid Dereudre and Frédéric Lavancier; 744 - 770
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Tests for high-dimensional data based on means, spatial signs and spatial ranksAnirvan Chakraborty and Probal Chaudhuri; 771 - 799
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Inference on the mode of weak directional signals: A Le Cam perspective on hypothesis testing near singularitiesDavy Paindaveine and Thomas Verdebout; 800 - 832
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Asymptotic behaviour of the empirical Bayes posteriors associated to maximum marginal likelihood estimatorJudith Rousseau and Botond Szabo; 833 - 865
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Statistical consistency and asymptotic normality for high-dimensional robust $M$-estimatorsPo-Ling Loh; 866 - 896
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Interaction pursuit in high-dimensional multi-response regression via distance correlationYinfei Kong, Daoji Li, Yingying Fan, and Jinchi Lv; 897 - 922
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