VOL. 40 · NO. 5 | October 2012
Ann. Statist. 40 (5), (October 2012) Open Access
No abstract available
Ann. Statist. 40 (5), (October 2012) Open Access
No abstract available
Florentina Bunea, Yiyuan She, Marten H. Wegkamp
Ann. Statist. 40 (5), 2359-2388, (October 2012) DOI: 10.1214/12-AOS1039 Open Access
KEYWORDS: Multivariate response regression, row and rank sparse models, rank constrained minimization, reduced rank estimators, group lasso, Dimension reduction, adaptive estimation, Oracle inequalities, 62H15, 62J07
T. Tony Cai, Harrison H. Zhou
Ann. Statist. 40 (5), 2389-2420, (October 2012) DOI: 10.1214/12-AOS998 Open Access
KEYWORDS: Assouad’s lemma, Bregman divergence, covariance matrix estimation, Frobenius norm, Le Cam’s method, minimax lower bound, spectral norm, Optimal rate of convergence, thresholding, 62H12, 62F12, 62G09
Winston Wei Dou, David Pollard, Harrison H. Zhou
Ann. Statist. 40 (5), 2421-2451, (October 2012) DOI: 10.1214/12-AOS1027 Open Access
KEYWORDS: Approximation of compact operators, Assouad’s lemma, exponential families, Functional estimation, minimax rates of convergence, 62J05, 60K35, 62G20
Alekh Agarwal, Sahand Negahban, Martin J. Wainwright
Ann. Statist. 40 (5), 2452-2482, (October 2012) DOI: 10.1214/12-AOS1032 Open Access
KEYWORDS: high-dimensional inference, Convex optimization, regularized $M$-estimation, 62F30, 62F30, 62H12
Arash A. Amini, Martin J. Wainwright
Ann. Statist. 40 (5), 2483-2510, (October 2012) DOI: 10.1214/12-AOS1033 Open Access
KEYWORDS: functional principal component analysis, time sampling, Fourier truncation, linear sampling operator, ‎reproducing kernel Hilbert ‎space, 62G05, 62H25, 62H12, 41A35, 41A25
Soumendra N. Lahiri, Subhadeep Mukhopadhyay
Ann. Statist. 40 (5), 2511-2540, (October 2012) DOI: 10.1214/12-AOS1040 Open Access
KEYWORDS: asymptotic distribution, long-range dependence, Rosenblatt process, Wiener–Itô integral, regularization, simultaneous tests, subsampling, 62G09, 62G20, 62E20
Lingzhou Xue, Hui Zou
Ann. Statist. 40 (5), 2541-2571, (October 2012) DOI: 10.1214/12-AOS1041 Open Access
KEYWORDS: CLIME, Dantzig selector, graphical lasso, nonparanormal graphical model, rate of convergence, variable transformation, 62G05, 62G20, 62F12, 62J07
Pierre Neuvial, Etienne Roquain
Ann. Statist. 40 (5), 2572-2600, (October 2012) DOI: 10.1214/12-AOS1042 Open Access
KEYWORDS: False discovery rate, Sparsity, ‎classification‎, multiple testing, Bayes’ rule, Adaptive procedure, Oracle inequality, 62H30, 62H15
Michael Vogt
Ann. Statist. 40 (5), 2601-2633, (October 2012) DOI: 10.1214/12-AOS1043 Open Access
KEYWORDS: local stationarity, Nonparametric regression, smooth backfitting, 62G08, 62M10, 62G20
Hongtu Zhu, Runze Li, Linglong Kong
Ann. Statist. 40 (5), 2634-2666, (October 2012) DOI: 10.1214/12-AOS1045 Open Access
KEYWORDS: Functional response, global test statistic, multivariate varying coefficient model, simultaneous confidence band, weak convergence, 62G05, 62G08, 62G20
Laëtitia Comminges, Arnak S. Dalalyan
Ann. Statist. 40 (5), 2667-2696, (October 2012) DOI: 10.1214/12-AOS1046 Open Access
KEYWORDS: Variable selection, Nonparametric regression, set estimation, sparsity pattern, 62G08, 62H12, 62H15
Randal Douc, Eric Moulines
Ann. Statist. 40 (5), 2697-2732, (October 2012) DOI: 10.1214/12-AOS1047 Open Access
KEYWORDS: strong consistency, Hidden Markov models, maximum likelihood estimator, misspecified models, state space models, 62M09, 62F12
Richard J. Samworth
Ann. Statist. 40 (5), 2733-2763, (October 2012) DOI: 10.1214/12-AOS1049 Open Access
KEYWORDS: bagging, ‎classification‎, nearest neighbours, weighted nearest neighbour classifiers, 62G20
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