VOL. 48 · NO. 6 | December 2020
Ann. Statist. 48 (6), (December 2020) Open Access
No abstract available
Ann. Statist. 48 (6), (December 2020) Open Access
No abstract available
Eduard Belitser, Subhashis Ghosal
Ann. Statist. 48 (6), 3113-3137, (December 2020) DOI: 10.1214/19-AOS1845
KEYWORDS: Credible ball, coverage, Empirical Bayes, excessive bias restriction, oracle rate, 62G15, 62C05, 62H35, 62G99
Zeng Li, Fang Han, Jianfeng Yao
Ann. Statist. 48 (6), 3138-3160, (December 2020) DOI: 10.1214/19-AOS1882
KEYWORDS: Generalized spiked model, asymptotic distribution, Extreme eigenvalues, Trace, large sample covariance matrix, Random matrix theory, 62E20, 62H15, 15B52
Raaz Dwivedi, Nhat Ho, Koulik Khamaru, Martin J. Wainwright, Michael I. Jordan, Bin Yu
Ann. Statist. 48 (6), 3161-3182, (December 2020) DOI: 10.1214/19-AOS1924
KEYWORDS: Mixture models, expectation-maximization, Fisher information matrix, empirical process, nonasymptotic convergence guarantees, localization argument, 62F15, 62G05, 62G20
Cheng Mao, Ashwin Pananjady, Martin J. Wainwright
Ann. Statist. 48 (6), 3183-3205, (December 2020) DOI: 10.1214/19-AOS1925
KEYWORDS: Permutation-based models, ranking, pairwise comparisons, crowd-labeling, statistical-computational gap, Shape-constrained estimation, 62J15, 62F07
Mathias Drton, Fang Han, Hongjian Shi
Ann. Statist. 48 (6), 3206-3227, (December 2020) DOI: 10.1214/19-AOS1926
KEYWORDS: Degenerate U-statistics, extreme value distribution, Independence test, maximum-type test, rank statistics, rate-optimality, 62G10
Yanjun Han, Jiantao Jiao, Tsachy Weissman, Yihong Wu
Ann. Statist. 48 (6), 3228-3250, (December 2020) DOI: 10.1214/19-AOS1927
KEYWORDS: nonparametrics, nonsmooth functional estimation, Minimax rate, polynomial approximation, 62G05, 62C20
Qiyang Han, Cun-Hui Zhang
Ann. Statist. 48 (6), 3251-3282, (December 2020) DOI: 10.1214/19-AOS1928
KEYWORDS: Limit distribution theory, multiple isotonic regression, Gaussian process, shape constraints, Adaptation, 60E15, 62G05
Bikram Karmakar, Dylan S. Small
Ann. Statist. 48 (6), 3283-3311, (December 2020) DOI: 10.1214/19-AOS1929
KEYWORDS: Causal inference, degree of corroboration, elaborate theory, evidence factors, observational studies, 62G10, 62K15, 03A10
Paromita Dubey, Hans-Georg Müller
Ann. Statist. 48 (6), 3312-3335, (December 2020) DOI: 10.1214/19-AOS1930
KEYWORDS: bootstrap, Brownian bridge, dynamics of networks, Empirical processes, graph Laplacians, metric space, object data, random densities, random objects, 60K35
Fabienne Comte, Valentine Genon-Catalot
Ann. Statist. 48 (6), 3336-3365, (December 2020) DOI: 10.1214/19-AOS1933
KEYWORDS: diffusion process, Hermite basis, Laguerre basis, Model selection, Nonparametric drift estimation, projection estimators, 62G07, 62M05
Changbo Zhu, Xianyang Zhang, Shun Yao, Xiaofeng Shao
Ann. Statist. 48 (6), 3366-3394, (December 2020) DOI: 10.1214/19-AOS1934
KEYWORDS: distance covariance, high dimensionality, Hilbert–Schmidt independence criterion, Independence test, $\mathcal{U}$-statistics, 62G10, 60K35, 62G20
Dominic Edelmann, Donald Richards, Daniel Vogel
Ann. Statist. 48 (6), 3395-3416, (December 2020) DOI: 10.1214/19-AOS1935
KEYWORDS: Asymptotic efficiency, Characteristic function, dispersive ordering, distance correlation coefficient, distance variance, Gini’s mean difference, measure of spread, order statistic, sample spacing, stochastic ordering, U-statistic, 60E15, 62H20, 60E05, 60E10
Ilmun Kim, Sivaraman Balakrishnan, Larry Wasserman
Ann. Statist. 48 (6), 3417-3441, (December 2020) DOI: 10.1214/19-AOS1936
KEYWORDS: Energy statistic, high dimension and low sample size, Independence testing, maximum mean discrepancy, permutation tests, $U$-statistic, 62G10, 62H15, 62H20, 62G35
Yi He, Yanxi Hou, Liang Peng, Haipeng Shen
Ann. Statist. 48 (6), 3442-3464, (December 2020) DOI: 10.1214/19-AOS1937
KEYWORDS: Conditional risk measures, empirical likelihood, Least squares estimation, Interval estimation, Quantile regression, risk management, value-at-risk, 62G20, 62M10, 62P20
Eugene Katsevich, Aaditya Ramdas
Ann. Statist. 48 (6), 3465-3487, (December 2020) DOI: 10.1214/19-AOS1938
KEYWORDS: False discovery rate, FDR, multiple testing, post hoc confidence bounds, false discovery exceedance, FDX, uniform martingale concentration, 62J15, 62F03, 60G42, 62P10
Jaron Sanders, Alexandre Proutière, Se-Young Yun
Ann. Statist. 48 (6), 3488-3512, (December 2020) DOI: 10.1214/19-AOS1939
KEYWORDS: clustering, Markov chains, Mixing times, Community detection, Change of measure, asymptotic analysis, information theory, 62H30, 60J10, 60J20
Robin J. Evans
Ann. Statist. 48 (6), 3513-3544, (December 2020) DOI: 10.1214/19-AOS1940
KEYWORDS: Asymptotic theory, Causal inference, Convex optimization, geometry, hypothesis test, Model selection, 62F03, 62H15
Alain Durmus, Éric Moulines, Eero Saksman
Ann. Statist. 48 (6), 3545-3564, (December 2020) DOI: 10.1214/19-AOS1941
KEYWORDS: Hamiltonian Monte Carlo, Markov chain Monte Carlo, irreducibility, geometric ergodicity, 60J05, 60J22, 65C05
Yuefeng Han, Wei Biao Wu
Ann. Statist. 48 (6), 3565-3588, (December 2020) DOI: 10.1214/20-AOS1943
KEYWORDS: Gaussian approximation, high dimensional covariance matrices, covariance function, Resampling, 62F05, 62E17
Yandi Shen, Chao Gao, Daniela Witten, Fang Han
Ann. Statist. 48 (6), 3589-3618, (December 2020) DOI: 10.1214/20-AOS1944
KEYWORDS: variance estimation, Nonparametric regression, random design, Minimax rate, U-statistics, 62G08, 62G20
Adel Javanmard, Marco Mondelli, Andrea Montanari
Ann. Statist. 48 (6), 3619-3642, (December 2020) DOI: 10.1214/20-AOS1945
KEYWORDS: neural networks, Stochastic gradient descent, Wasserstein gradient flow, function regression, convergence rate, displacement convexity, 62F10, 62J02, 62H12
Hang Deng, Cun-Hui Zhang
Ann. Statist. 48 (6), 3643-3671, (December 2020) DOI: 10.1214/20-AOS1946
KEYWORDS: Empirical bootstrap, multiplier bootstrap, wild bootstrap, Lindeberg interpolation, Gaussian approximation, multiple testing, simultaneous confidence intervals, maxima of sums, Comparison theorem, anticoncentration, 62F40, 62E17
Hang Deng, Cun-Hui Zhang
Ann. Statist. 48 (6), 3672-3698, (December 2020) DOI: 10.1214/20-AOS1947
KEYWORDS: isotonic regression, multiple isotonic regression, isotonic regression on graphs, max-min estimator, min-max estimator, block estimator, lattice design, random design, Minimax rate, adaptive estimation, Variable selection, oracle property, 62G05, 62G08, 62C20
Yannick Baraud, Lucien Birgé
Ann. Statist. 48 (6), 3699-3720, (December 2020) DOI: 10.1214/20-AOS1948
KEYWORDS: Bayesian estimation, rho-Bayes estimation, robust estimation, Density estimation, statistical models, metric dimension, VC-classes, 62G35, 62F15, 62G05, 62G07, 62C20, 62F99
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