VOL. 45 · NO. 1 | February 2017
Ann. Statist. 45 (1), (February 2017) Open Access
No abstract available
Ann. Statist. 45 (1), (February 2017) Open Access
No abstract available
James E. Johndrow, Anirban Bhattacharya, David B. Dunson
Ann. Statist. 45 (1), 1-38, (February 2017) DOI: 10.1214/15-AOS1414 Open Access
KEYWORDS: Bayesian, categorical data, Contingency table, latent class analysis, Graphical model, high-dimensional, low rank, PARAFAC, Tucker, Sparsity, 62F15
Victor Chernozhukov, Christian Hansen, Yuan Liao
Ann. Statist. 45 (1), 39-76, (February 2017) DOI: 10.1214/16-AOS1434 Open Access
KEYWORDS: high-dimensional models, Penalization, shrinkage, nonsparse signal recovery, 62J07, 62J05
Sivaraman Balakrishnan, Martin J. Wainwright, Bin Yu
Ann. Statist. 45 (1), 77-120, (February 2017) DOI: 10.1214/16-AOS1435 Open Access
KEYWORDS: EM algorithm, first-order EM algorithm, nonconvex optimization, maximum likelihood estimation, 62F10, 60K35, 90C30
Vladimir Koltchinskii, Karim Lounici
Ann. Statist. 45 (1), 121-157, (February 2017) DOI: 10.1214/16-AOS1437 Open Access
KEYWORDS: Sample covariance, Spectral projectors, Effective rank, Principal Component Analysis, Concentration inequalities, Normal approximation, Perturbation theory, 62H12
Yang Ning, Han Liu
Ann. Statist. 45 (1), 158-195, (February 2017) DOI: 10.1214/16-AOS1448 Open Access
KEYWORDS: High dimensional inference, nuisance parameter, Sparsity, hypothesis test, Confidence interval, score function, model misspecification, 62E20, 62F03, 62F25
Kshitij Khare, Subhadip Pal, Zhihua Su
Ann. Statist. 45 (1), 196-222, (February 2017) DOI: 10.1214/16-AOS1449 Open Access
KEYWORDS: sufficient dimension reduction, envelope model, Gibbs sampling, Stiefel manifold, matrix Bingham distribution, 62F15, 62F30, 60J20, 62H12
Victor Chernozhukov, Alfred Galichon, Marc Hallin, Marc Henry
Ann. Statist. 45 (1), 223-256, (February 2017) DOI: 10.1214/16-AOS1450 Open Access
KEYWORDS: Statistical depth, vector quantiles, vector ranks, multivariate signs, empirical transport maps, uniform convergence of empirical transport, 62M15, 62G35
Zeng Li, Qinwen Wang, Jianfeng Yao
Ann. Statist. 45 (1), 257-288, (February 2017) DOI: 10.1214/16-AOS1452 Open Access
KEYWORDS: High-dimensional factor model, high-dimensional time series, large sample auto-covariance matrices, Spiked population model, number of factors, phase transition, random matrices, 62M10, 62H25, 15B52
Debarghya Ghoshdastidar, Ambedkar Dukkipati
Ann. Statist. 45 (1), 289-315, (February 2017) DOI: 10.1214/16-AOS1453 Open Access
KEYWORDS: Hypergraph, Stochastic block model, spectral algorithm, 62H30, 62F12, 05C65, 05C80
Olga Klopp, Alexandre B. Tsybakov, Nicolas Verzelen
Ann. Statist. 45 (1), 316-354, (February 2017) DOI: 10.1214/16-AOS1454 Open Access
KEYWORDS: inhomogeneous random graph, networks, Oracle inequality, sparse graphon, Sparsity, Stochastic block model, 62G05, 60C05
Alexandre Belloni, Roberto I. Oliveira
Ann. Statist. 45 (1), 355-385, (February 2017) DOI: 10.1214/16-AOS1455 Open Access
KEYWORDS: categorical time series, group context tree, dynamic discrete choice models, dynamic programming, Model selection, VLMC, 62M05, 62M09, 62G05, 62P20, 60J10
Lee H. Dicker, Murat A. Erdogdu
Ann. Statist. 45 (1), 386-414, (February 2017) DOI: 10.1214/16-AOS1456 Open Access
KEYWORDS: Hanson–Wright inequality, random-effects models, model misspecification, Stein’s method, uniform concentration bounds, 62F99, 62E17, 62F12
Qinwen Wang, Jianfeng Yao
Ann. Statist. 45 (1), 415-460, (February 2017) DOI: 10.1214/16-AOS1463 Open Access
KEYWORDS: Large-dimensional Fisher matrices, spiked Fisher matrix, Spiked population model, extreme eigenvalue, phase transition, central limit theorem, signal detection, high-dimensional data analysis, 62H12, 60F05
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