VOL. 46 · NO. 1 | February 2018
Ann. Statist. 46 (1), (February 2018)
No abstract available
Ann. Statist. 46 (1), (February 2018)
No abstract available
Xiaoou Li, Jingchen Liu, Zhiliang Ying
Ann. Statist. 46 (1), 1-29, (February 2018) DOI: 10.1214/16-AOS1532
KEYWORDS: Asymptotic relative efficiency, generalized likelihood ratio, generalized linear models, large deviation, Model selection, nonnested hypotheses, Variable selection, 62F03, 62J12, 62F12
Pierre C. Bellec
Ann. Statist. 46 (1), 30-59, (February 2018) DOI: 10.1214/17-AOS1540
KEYWORDS: Affine estimator, Aggregation, sequence model, Sharp oracle inequality, concentration inequality, Hanson–Wright, 62G05, 62J07
T. Tony Cai, Anru Zhang
Ann. Statist. 46 (1), 60-89, (February 2018) DOI: 10.1214/17-AOS1541
KEYWORDS: canonical correlation analysis, clustering, High-dimensional statistics, low-rank matrix denoising, perturbation bound, Singular value decomposition, $\mathop{\mathrm{sin}}\nolimits \Theta$ distances, Spectral method, 62H12, 62C20, 62H25
Caroline Uhler, Alex Lenkoski, Donald Richards
Ann. Statist. 46 (1), 90-118, (February 2018) DOI: 10.1214/17-AOS1543
KEYWORDS: Bartlett decomposition, Bipartite graph, Cholesky decomposition, chordal graph, Directed acyclic graph, $G$-Wishart distribution, Gaussian graphical model, generalized hypergeometric function of matrix argument, moral graph, normalizing constant, Wishart distribution, 62H05, 60E05, 62E15
Ali Mousavi, Arian Maleki, Richard G. Baraniuk
Ann. Statist. 46 (1), 119-148, (February 2018) DOI: 10.1214/17-AOS1544
KEYWORDS: Lasso, estimation, Sparsity, approximate message passing, 62G05, 62J05
Arash A. Amini, Elizaveta Levina
Ann. Statist. 46 (1), 149-179, (February 2018) DOI: 10.1214/17-AOS1545
KEYWORDS: Community detection, network, semidefinite programming, Stochastic block model, 62G20, 90C22, 62H99
Tuo Zhao, Han Liu, Tong Zhang
Ann. Statist. 46 (1), 180-218, (February 2018) DOI: 10.1214/17-AOS1547
KEYWORDS: Nonconvex sparse learning, pathwise coordinate optimization, global linear convergence, optimal statistical rates of convergence, oracle property, active set, strong rule, 62F30, 90C26, 62J12, 90C52
Xianyang Zhang, Shun Yao, Xiaofeng Shao
Ann. Statist. 46 (1), 219-246, (February 2018) DOI: 10.1214/17-AOS1548
KEYWORDS: Large-$p$-small-$n$, martingale difference divergence, simultaneous test, $U$-statistics, 62G10, 62G20
Edgar Dobriban, Stefan Wager
Ann. Statist. 46 (1), 247-279, (February 2018) DOI: 10.1214/17-AOS1549
KEYWORDS: high-dimensional asymptotics, Ridge regression, regularized discriminant analysis, prediction error, Random matrix theory, 62H99, 62J05, 62H30
Dennis Leung, Mathias Drton
Ann. Statist. 46 (1), 280-307, (February 2018) DOI: 10.1214/17-AOS1550
KEYWORDS: High-dimensional statistics, independence, U-statistics, Minimax optimality, rank correlations, 60K35
Qi Zheng, Limin Peng, Xuming He
Ann. Statist. 46 (1), 308-343, (February 2018) DOI: 10.1214/17-AOS1551
KEYWORDS: High dimensional survival data, varying covariate effects, censored quantile regression, 62J07, 62H12
Myung Hwan Seo, Taisuke Otsu
Ann. Statist. 46 (1), 344-369, (February 2018) DOI: 10.1214/17-AOS1552
KEYWORDS: cube root asymptotics, maximal inequality, mixing process, partial identification, parameter-dependent localization, 62F12, 60F17, 60G15, 62G20
Zhenhua Lin, Hans-Georg Müller, Fang Yao
Ann. Statist. 46 (1), 370-400, (February 2018) DOI: 10.1214/17-AOS1553
KEYWORDS: basis, Functional data analysis, infinite mixture, probability density, trajectory representation, 62G05, 62G08
Veronika Ročková
Ann. Statist. 46 (1), 401-437, (February 2018) DOI: 10.1214/17-AOS1554
KEYWORDS: asymptotic minimaxity, Lasso, posterior concentration, spike-and-slab, 62J99, 62F15
Charl Pretorius, Jan W. H. Swanepoel
Ann. Statist. 46 (1), 438-456, (February 2018) DOI: 10.1214/17-AOS1557
KEYWORDS: Confidence bounds, sample splitting, coverage error, smooth function model, Edgeworth polynomials, Cornish–Fisher expansion, regression, 62G09, 62G20, 62G15
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