VOL. 49 · NO. 3 | June 2021
Ann. Statist. 49 (3), (June 2021)
No abstract available
Ann. Statist. 49 (3), (June 2021)
No abstract available
Jianqing Fan, Weichen Wang, Ziwei Zhu
Ann. Statist. 49 (3), 1239-1266, (June 2021) DOI: 10.1214/20-AOS1980
KEYWORDS: robust statistics, shrinkage, heavy-tailed data, Trace regression, low-rank matrix recovery, High-dimensional statistics, 62F35, 62J05
Satyajit Ghosh, Kshitij Khare, George Michailidis
Ann. Statist. 49 (3), 1267-1299, (June 2021) DOI: 10.1214/20-AOS1992
KEYWORDS: Bayesian variable selection, vector autoregression, pseudo-likelihood, strong selection consistency, High-dimensional data, 62M10, 62F15, 62J07
Denis Chetverikov, Zhipeng Liao, Victor Chernozhukov
Ann. Statist. 49 (3), 1300-1317, (June 2021) DOI: 10.1214/20-AOS2000
KEYWORDS: cross-validation, Lasso, high-dimensional models, Sparsity, nonasymptotic bounds, 62J07
Miguel del Álamo, Housen Li, Axel Munk
Ann. Statist. 49 (3), 1318-1346, (June 2021) DOI: 10.1214/20-AOS2001
KEYWORDS: Nonparametric regression, minimax estimation, Total variation, interpolation inequalities, Wavelets, overcomplete dictionaries, 62G05, 62G20, 62M40
L. Comminges, O. Collier, M. Ndaoud, A. B. Tsybakov
Ann. Statist. 49 (3), 1347-1377, (June 2021) DOI: 10.1214/20-AOS2002
KEYWORDS: Sparse vector model, variance estimation, Functional estimation, robust estimation, adaptive estimation, Minimax rate, 62J05, 62G05
John C. Duchi, Hongseok Namkoong
Ann. Statist. 49 (3), 1378-1406, (June 2021) DOI: 10.1214/20-AOS2004
KEYWORDS: Robust optimization, Minimax optimality, risk-averse learning, 62F12, 68Q32, 62C20
Javier Hidalgo
Ann. Statist. 49 (3), 1407-1435, (June 2021) DOI: 10.1214/20-AOS2006
KEYWORDS: long memory, Bootstrap methods, Frequency domain, 62G10, 62F40, 62J20, 62G30
Steffen Lauritzen, Caroline Uhler, Piotr Zwiernik
Ann. Statist. 49 (3), 1436-1459, (June 2021) DOI: 10.1214/20-AOS2007
KEYWORDS: graphical models, Ising model, log-supermodular distributions, Positive dependence, exponential families, 60E15, 62H99, 15B48
Guido Imbens, Konrad Menzel
Ann. Statist. 49 (3), 1460-1488, (June 2021) DOI: 10.1214/20-AOS2009
KEYWORDS: Causal inference, bootstrap, partial identification, 62D05, 62D20
Zhou Fan, Yi Sun, Zhichao Wang
Ann. Statist. 49 (3), 1489-1513, (June 2021) DOI: 10.1214/20-AOS2010 Open Access
KEYWORDS: random effects models, high-dimensional asymptotics, Random matrix theory, Free probability, 62E20
Karl Gregory, Enno Mammen, Martin Wahl
Ann. Statist. 49 (3), 1514-1536, (June 2021) DOI: 10.1214/20-AOS2011
KEYWORDS: Nonparametric curve estimation, Additive models, bias correction, near-orthogonality, Lasso, 62G08, 62G20
T. Tony Cai, Linjun Zhang
Ann. Statist. 49 (3), 1537-1568, (June 2021) DOI: 10.1214/20-AOS2012
KEYWORDS: ‎classification‎, constrained ℓ1 minimization, High-dimensional data, minimax lower bound, Optimal rate of convergence, quadratic discriminant analysis, 62H30, 62C20, 62H12
Zeng Li, Qinwen Wang, Runze Li
Ann. Statist. 49 (3), 1569-1593, (June 2021) DOI: 10.1214/20-AOS2013
KEYWORDS: Kendall’s rank correlation matrices, Linear spectral statistics, central limit theorem, Random matrix theory, high dimensional independent test, 62H10, 62H15
Xiangshun Kong, Mingao Yuan, Wei Zheng
Ann. Statist. 49 (3), 1594-1625, (June 2021) DOI: 10.1214/20-AOS2015
KEYWORDS: approximate design theory, Interference model, linear equations system, symmetric designs, universally optimal designs, 62K05, 62J05
Amir Najafi, Saeed Ilchi, Amir Hossein Saberi, Seyed Abolfazl Motahari, Babak H. Khalaj, Hamid R. Rabiee
Ann. Statist. 49 (3), 1626-1655, (June 2021) DOI: 10.1214/20-AOS2016
KEYWORDS: Inference of simplices, sample complexity, statistical learning theory, high-dimensional geometry, computer simulations, 62F99
Sokbae Lee, Yuan Liao, Myung Hwan Seo, Youngki Shin
Ann. Statist. 49 (3), 1656-1678, (June 2021) DOI: 10.1214/20-AOS2017 Open Access
KEYWORDS: threshold regression, Principal Component Analysis, mixed integer optimization, phase transition, oracle properties, 62H25, 62F12
Claire Brécheteau, Aurélie Fischer, Clément Levrard
Ann. Statist. 49 (3), 1679-1701, (June 2021) DOI: 10.1214/20-AOS2018
KEYWORDS: clustering, Bregman divergence, robustness, 62H30, 62G35
Victor Chernozhukov, Wolfgang Karl Härdle, Chen Huang, Weining Wang
Ann. Statist. 49 (3), 1702-1735, (June 2021) DOI: 10.1214/20-AOS2019
KEYWORDS: Lasso, time series, simultaneous inference, system of equations, Z-estimation, Bahadur representation, martingale decomposition, 62M10, 62J99, 62F40
Vladimir Vovk, Ruodu Wang
Ann. Statist. 49 (3), 1736-1754, (June 2021) DOI: 10.1214/20-AOS2020
KEYWORDS: Hypothesis testing, multiple hypothesis testing, global null, Bayes factor, test martingale, admissible decisions, 62G10, 62F03, 62C07, 62C15
Nicola Gnecco, Nicolai Meinshausen, Jonas Peters, Sebastian Engelke
Ann. Statist. 49 (3), 1755-1778, (June 2021) DOI: 10.1214/20-AOS2021
KEYWORDS: causality, Extreme value theory, heavy-tailed distributions, nonparametric estimation, 62Hxx, 62G08, 62G32
Y. De Castro, S. Gadat, C. Marteau, C. Maugis-Rabusseau
Ann. Statist. 49 (3), 1779-1809, (June 2021) DOI: 10.1214/20-AOS2022
KEYWORDS: Beurling Lasso, mixture recovery, dual certificate, kernel approach, super-resolution, 62G05, 90C25, 49M29
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