VOL. 40 · NO. 4 | August 2012
 
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Frontmatter
Ann. Statist. 40 (4), (August 2012)
No abstract available
Ann. Statist. 40 (4), (August 2012)
No abstract available
Articles
Venkat Chandrasekaran, Pablo A. Parrilo, Alan S. Willsky
Ann. Statist. 40 (4), 1935-1967, (August 2012) DOI: 10.1214/11-AOS949
KEYWORDS: Gaussian graphical models, covariance selection, latent variables, regularization, Sparsity, low-rank, Algebraic statistics, high-dimensional asymptotics, 62F12, 62H12
Ming Yuan
Ann. Statist. 40 (4), 1968-1972, (August 2012) DOI: 10.1214/12-AOS979
No abstract available
Steffen Lauritzen, Nicolai Meinshausen
Ann. Statist. 40 (4), 1973-1977, (August 2012) DOI: 10.1214/12-AOS980
No abstract available
Martin J. Wainwright
Ann. Statist. 40 (4), 1978-1983, (August 2012) DOI: 10.1214/12-AOS981
No abstract available
Christophe Giraud, Alexandre Tsybakov
Ann. Statist. 40 (4), 1984-1988, (August 2012) DOI: 10.1214/12-AOS984
No abstract available
Zhao Ren, Harrison H. Zhou
Ann. Statist. 40 (4), 1989-1996, (August 2012) DOI: 10.1214/12-AOS985
No abstract available
Emmanuel J. Candés, Mahdi Soltanolkotabi
Ann. Statist. 40 (4), 1997-2004, (August 2012) DOI: 10.1214/12-AOS1001
No abstract available
Venkat Chandrasekaran, Pablo A. Parrilo, Alan S. Willsky
Ann. Statist. 40 (4), 2005-2013, (August 2012) DOI: 10.1214/12-AOS1020
No abstract available
T. Tony Cai, Ming Yuan
Ann. Statist. 40 (4), 2014-2042, (August 2012) DOI: 10.1214/12-AOS999
KEYWORDS: adaptive estimation, block thresholding, Covariance matrix, Frobenius norm, minimax estimation, Optimal rate of convergence, spectral norm, 62H12, 62F12, 62G09
Yingying Fan, Runze Li
Ann. Statist. 40 (4), 2043-2068, (August 2012) DOI: 10.1214/12-AOS1028
KEYWORDS: Adaptive LASSO, linear mixed effects models, group variable selection, oracle property, SCAD, 62J05, 62J07, 62F10
Ismaël Castillo, Aad van der Vaart
Ann. Statist. 40 (4), 2069-2101, (August 2012) DOI: 10.1214/12-AOS1029
KEYWORDS: Bayesian estimators, Sparsity, Gaussian sequence model, mixture priors, asymptotics, contraction, 62G05, 62G20
Jessi Cisewski, Jan Hannig
Ann. Statist. 40 (4), 2102-2127, (August 2012) DOI: 10.1214/12-AOS1030
KEYWORDS: variance component, random-effects model, sequential Monte Carlo, hierarchical model, multilevel model, 62J99, 62F25, 62F10
Tyler J. VanderWeele, Thomas S. Richardson
Ann. Statist. 40 (4), 2128-2161, (August 2012) DOI: 10.1214/12-AOS1019
KEYWORDS: Causal inference, counterfactual, epistasis, interaction, potential outcomes, synergism, 62A01, 68T30, 62J99
Kjetil Røysland
Ann. Statist. 40 (4), 2162-2194, (August 2012) DOI: 10.1214/12-AOS1031
KEYWORDS: Causal inference, Stochastic analysis, event history analysis, marked point processes, change of probability measures, local independence, 92D30, 62N04, 60G44, 60G55
Mahdi Soltanolkotabi, Emmanuel J. Candés
Ann. Statist. 40 (4), 2195-2238, (August 2012) DOI: 10.1214/12-AOS1034
KEYWORDS: Subspace clustering, spectral clustering, outlier detection, $\ell_{1}$ minimization, duality in linear programming, geometric functional analysis, properties of convex bodies, concentration of measure, 62-07
Georgios Fellouris
Ann. Statist. 40 (4), 2239-2265, (August 2012) DOI: 10.1214/12-AOS1035
KEYWORDS: asymptotic optimality, communication constraints, decentralized estimation, quantization, random sampling, sequential estimation, Semimartingale, 62L12, 62F30, 62F12, 62M05, 62M09
Yunpeng Zhao, Elizaveta Levina, Ji Zhu
Ann. Statist. 40 (4), 2266-2292, (August 2012) DOI: 10.1214/12-AOS1036
KEYWORDS: Community detection, degree-corrected stochastic block models, consistency, 62G20
Han Liu, Fang Han, Ming Yuan, John Lafferty, Larry Wasserman
Ann. Statist. 40 (4), 2293-2326, (August 2012) DOI: 10.1214/12-AOS1037
KEYWORDS: High-dimensional statistics, undirected graphical models, Gaussian copula, nonparanormal graphical models, robust statistics, Minimax optimality, biological regulatory networks, 62G05, 62G20, 62F12
Arnak S. Dalalyan, Joseph Salmon
Ann. Statist. 40 (4), 2327-2355, (August 2012) DOI: 10.1214/12-AOS1038
KEYWORDS: Aggregation, regression, Oracle inequalities, Model selection, minimax risk, exponentially weighted aggregation, 62G08, 62C20, 62G05, 62G20
Correction
Young K. Lee, Enno Mammen, Byeong U. Park
Ann. Statist. 40 (4), 2356-2357, (August 2012) DOI: 10.1214/12-AOS1059
No abstract available
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