VOL. 48 · NO. 3 | June 2020
Ann. Statist. 48 (3), (June 2020) Open Access
No abstract available
Ann. Statist. 48 (3), (June 2020) Open Access
No abstract available
Iain M. Johnstone, Alexei Onatski
Ann. Statist. 48 (3), 1231-1254, (June 2020) DOI: 10.1214/18-AOS1697 Open Access
KEYWORDS: likelihood ratio test, hypergeometric function, principal components analysis, canonical correlations, Matrix denoising, multiple response regression, 62E20, 62H15
T. Tony Cai, Xiao Han, Guangming Pan
Ann. Statist. 48 (3), 1255-1280, (June 2020) DOI: 10.1214/18-AOS1798 Open Access
KEYWORDS: Extreme eigenvalues, factor model, Principal Component Analysis, Sample covariance matrix, spiked covariance matrix model, Tracy–Widom distribution, 62H25, 60B20, 60F05, 62H10
Gilles Blanchard, Pierre Neuvial, Etienne Roquain
Ann. Statist. 48 (3), 1281-1303, (June 2020) DOI: 10.1214/19-AOS1847 Open Access
KEYWORDS: Post hoc inference, multiple testing, Simes inequality, family-wise error rate, step-down algorithm, Dependence, higher criticism, 62G10, 62H15
Kaijie Xue, Fang Yao
Ann. Statist. 48 (3), 1304-1328, (June 2020) DOI: 10.1214/19-AOS1848 Open Access
KEYWORDS: High-dimensional central limit theorem, Kolmogorov distance, multiplier bootstrap, power function, 62H05, 62F05
Tengyuan Liang, Alexander Rakhlin
Ann. Statist. 48 (3), 1329-1347, (June 2020) DOI: 10.1214/19-AOS1849 Open Access
KEYWORDS: Minimum-norm interpolation, reproducing kernel Hilbert spaces, implicit regularization, high dimensionality, data-dependent bounds, kernel methods, spectral decay, 68Q32, 62G08
Aymeric Dieuleveut, Alain Durmus, Francis Bach
Ann. Statist. 48 (3), 1348-1382, (June 2020) DOI: 10.1214/19-AOS1850 Open Access
KEYWORDS: Stochastic gradient descent, Markov chains, 62L20, 90C15, 93E35
Richard Nickl, Kolyan Ray
Ann. Statist. 48 (3), 1383-1408, (June 2020) DOI: 10.1214/19-AOS1851 Open Access
KEYWORDS: Penalised least squares estimator, asymptotics of nonparametric Bayes procedures, Bernstein–von Mises theorem, uncertainty quantification, 62G20, 62F15, 65N21
Rina Foygel Barber, Emmanuel J. Candès, Richard J. Samworth
Ann. Statist. 48 (3), 1409-1431, (June 2020) DOI: 10.1214/19-AOS1852 Open Access
KEYWORDS: Knockoffs, Variable selection, false discovery rate (FDR), high-dimensional regression, robustness, 62F03, 62F35, 62G10, 62G35
Markus Reiß, Johannes Schmidt-Hieber
Ann. Statist. 48 (3), 1432-1451, (June 2020) DOI: 10.1214/19-AOS1853 Open Access
KEYWORDS: Frequentist Bayes analysis, posterior contraction, Bernstein–von Mises theorem, Poisson point process, Boundary detection, compound Poisson process, subordinator prior, 62C10, 62G05, 60G55
Emmanuel Abbe, Jianqing Fan, Kaizheng Wang, Yiqiao Zhong
Ann. Statist. 48 (3), 1452-1474, (June 2020) DOI: 10.1214/19-AOS1854 Open Access
KEYWORDS: eigenvector perturbation, spectral analysis, synchronization, Community detection, Matrix completion, low-rank structures, random matrices, 62H25, 60B20, 62H12
Pierre Alquier, James Ridgway
Ann. Statist. 48 (3), 1475-1497, (June 2020) DOI: 10.1214/19-AOS1855 Open Access
KEYWORDS: Concentration of the posterior, rate of convergence, variational approximation, PAC-Bayesian bounds, 62G15, 62C10, 62C20, 62F25, 62G25
Nicholas Syring, Ryan Martin
Ann. Statist. 48 (3), 1498-1513, (June 2020) DOI: 10.1214/19-AOS1856 Open Access
KEYWORDS: Adaptation, Boundary detection, likelihood-free inference, model misspecification, posterior concentration rate, 62G20, 62G05
Rajen D. Shah, Jonas Peters
Ann. Statist. 48 (3), 1514-1538, (June 2020) DOI: 10.1214/19-AOS1857 Open Access
KEYWORDS: Conditional independence, Hypothesis testing, testability, wild bootstrap, kernel ridge regression, 62G10, 62G08
Gérard Biau, Benoît Cadre, Maxime Sangnier, Ugo Tanielian
Ann. Statist. 48 (3), 1539-1566, (June 2020) DOI: 10.1214/19-AOS1858 Open Access
KEYWORDS: generative models, adversarial principle, Jensen–Shannon divergence, neural networks, central limit theorem, 62F12, 68T01
Kyongwon Kim, Bing Li, Zhou Yu, Lexin Li
Ann. Statist. 48 (3), 1567-1592, (June 2020) DOI: 10.1214/19-AOS1859 Open Access
KEYWORDS: central subspace, directional regression, estimating equations, generalized method of moment, influence function, sliced inverse regression, von Mises expansion, 62G08, 62H99
T. Tony Cai, Yihong Wu
Ann. Statist. 48 (3), 1593-1614, (June 2020) DOI: 10.1214/19-AOS1860 Open Access
KEYWORDS: Minimax rates, computational limits, Sparse covariance matrix, sparse detection, 62H15, 62C20
Xiao Fang, Jian Li, David Siegmund
Ann. Statist. 48 (3), 1615-1647, (June 2020) DOI: 10.1214/19-AOS1861 Open Access
KEYWORDS: Array CGH analysis, Change-points, Confidence regions, exponential families, likelihood ratio statistics, 62G05, 62G15
Shahar Mendelson, Nikita Zhivotovskiy
Ann. Statist. 48 (3), 1648-1664, (June 2020) DOI: 10.1214/19-AOS1862 Open Access
KEYWORDS: Covariance estimation, robust estimation, median of means, 62G35, 62G15
Xi Chen, Wen-Xin Zhou
Ann. Statist. 48 (3), 1665-1691, (June 2020) DOI: 10.1214/19-AOS1863 Open Access
KEYWORDS: confidence set, heavy-tailed data, multiple testing, multiplier bootstrap, robust regression, Wilks’ theorem, 62F35, 62F40, 62J05, 62J15
Alois Kneip, Dominik Liebl
Ann. Statist. 48 (3), 1692-1717, (June 2020) DOI: 10.1214/19-AOS1864 Open Access
KEYWORDS: Functional data analysis, functional principal components, incomplete functions, 62M20, 62H25, 62G05, 62G08
Matias D. Cattaneo, Max H. Farrell, Yingjie Feng
Ann. Statist. 48 (3), 1718-1741, (June 2020) DOI: 10.1214/19-AOS1865 Open Access
KEYWORDS: Nonparametric regression, series methods, sieve methods, robust bias correction, uniform inference, strong approximation, tuning parameter selection, 62E20, 62G08, 62G20, 62M99
Qingyuan Zhao, Jingshu Wang, Gibran Hemani, Jack Bowden, Dylan S. Small
Ann. Statist. 48 (3), 1742-1769, (June 2020) DOI: 10.1214/19-AOS1866 Open Access
KEYWORDS: Causal inference, limited information maximum likelihood, weak instruments, errors in variables, path analysis, pleiotropy effects, 65J05, 46N60, 62F35
Lei Han, Kean Ming Tan, Ting Yang, Tong Zhang
Ann. Statist. 48 (3), 1770-1788, (June 2020) DOI: 10.1214/19-AOS1867 Open Access
KEYWORDS: sampling, large-scale, multiclass logistic regression, 62D05, 62F10, 62F12
Timothy I. Cannings, Thomas B. Berrett, Richard J. Samworth
Ann. Statist. 48 (3), 1789-1814, (June 2020) DOI: 10.1214/19-AOS1868 Open Access
KEYWORDS: Classification problems, nearest neighbours, Nonparametric classification, semi-supervised learning, 62G20
Haoran Li, Alexander Aue, Debashis Paul, Jie Peng, Pei Wang
Ann. Statist. 48 (3), 1815-1847, (June 2020) DOI: 10.1214/19-AOS1869 Open Access
KEYWORDS: asymptotic property, Covariance matrix, Hotelling’s $T^{2}$ statistic, Hypothesis testing, locally most powerful tests, Random matrix theory, 62J99, 60B20
Francesco Giordano, Soumendra Nath Lahiri, Maria Lucia Parrella
Ann. Statist. 48 (3), 1848-1874, (June 2020) DOI: 10.1214/19-AOS1846 Open Access
KEYWORDS: empirical likelihood, marginal testing, variable selection consistency, 62G08, 62G20, 62G10, 62H15
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