Trevor Hastie, Jonathan Taylor, Robert Tibshirani, Guenther Walther
Electron. J. Statist. 1, 1-29, (2007) DOI: 10.1214/07-EJS004 Open Access
KEYWORDS: regression, Lasso, stagewise, 62J99, 62J07
Gérard Kerkyacharian, Pencho Petrushev, Dominique Picard, Thomas Willer
Electron. J. Statist. 1, 30-76, (2007) DOI: 10.1214/07-EJS014 Open Access
KEYWORDS: Statistical inverse problems, minimax estimation, second-generation wavelets, 62G05, 62G20, 65J20
Zhiyi Chi
Electron. J. Statist. 1, 77-118, (2007) DOI: 10.1214/07-EJS045 Open Access
KEYWORDS: multiple hypothesis testing, pFDR, large deviations, 62G10, 62H15, 60F10
Romain Neugebauer, Mark J. van der Laan, Marshall M. Joffe, Ira B. Tager
Electron. J. Statist. 1, 119-154, (2007) DOI: 10.1214/07-EJS050 Open Access
KEYWORDS: Causal inference, counterfactual, marginal structural model, longitudinal study, IPTW, G-computation, double robust
Marten Wegkamp
Electron. J. Statist. 1, 155-168, (2007) DOI: 10.1214/07-EJS058 Open Access
KEYWORDS: Bayes classifiers, ‎classification‎, convex surrogate loss, empirical risk minimization, hinge loss, large margin classifiers, ℓ_{1} penalties, local mutual coherence, margin condition, reject option, Support vector machines, 62C05, 62G05, 62G08
Florentina Bunea, Alexandre Tsybakov, Marten Wegkamp
Electron. J. Statist. 1, 169-194, (2007) DOI: 10.1214/07-EJS008 Open Access
KEYWORDS: Sparsity, Oracle inequalities, Lasso, penalized least squares, Nonparametric regression, Dimension reduction, Aggregation, mutual coherence, adaptive estimation, 62G08, 62C20, 62G05, 62G20
Yuliya V. Martsynyuk
Electron. J. Statist. 1, 195-222, (2007) DOI: 10.1214/07-EJS056 Open Access
KEYWORDS: central limit theorem, domain of attraction of the normal law, explanatory variables, large-sample approximate confidence interval, linear structural error-in-variables model, Measurement errors, modified least squares estimators, self-normalization, studentization, reliability ratio, 62J99, 60F05, 60E07, 62G15
J.R. Lockwood, Daniel F. McCaffrey
Electron. J. Statist. 1, 223-252, (2007) DOI: 10.1214/07-EJS057 Open Access
KEYWORDS: longitudinal data analysis, random effects models, fixed effects models, omitted variables
Luke A. Prendergast, Jodie A. Smith
Electron. J. Statist. 1, 253-267, (2007) DOI: 10.1214/07-EJS064 Open Access
KEYWORDS: Dimension reduction, influence function, influential observations, principal hessian directions, 62F35, 62H12
Vitaliana Rondonotti, J. S. Marron, Cheolwoo Park
Electron. J. Statist. 1, 268-289, (2007) DOI: 10.1214/07-EJS006 Open Access
KEYWORDS: Autocovariance function estimation, local linear fit, Scale-space method, SiZer, time series, 62G08, 62-09
Tamás Antal
Electron. J. Statist. 1, 290-306, (2007) DOI: 10.1214/07-EJS016 Open Access
KEYWORDS: geometric methods, statistical modeling, 62H05, 62P25
Xiaotong Shen, Lifeng Wang
Electron. J. Statist. 1, 307-330, (2007) DOI: 10.1214/07-EJS069 Open Access
KEYWORDS: Convex and nonconvex losses, import vector machines, ψ-learning, small n and large p, Sparse learning, Support vector machines, 68T10, 62H30
Christophe Chesneau
Electron. J. Statist. 1, 331-346, (2007) DOI: 10.1214/07-EJS067 Open Access
KEYWORDS: regression with random design, Wavelets, block thresholding, 62G07, 60K35, 62G20
Yuliya V. Martsynyuk
Electron. J. Statist. 1, 347-380, (2007) DOI: 10.1214/07-EJS075 Open Access
KEYWORDS: linear structural/functional error-in-variables model, Measurement errors, explanatory variables, domain of attraction of the normal law, slowly varying function, identifiability assumptions, generalized/modified least squares estimator, central limit theorem, multivariate Student statistic, positive definite matrix, Cholesky square root of a matrix, symmetric positive definite square root of a matrix, Lindeberg’s condition, generalized domain of attraction of the multivariate normal law, spherically symmetric random vector, full random vector, 60F05, 62J99, 60E07
Odile Pons
Electron. J. Statist. 1, 381-391, (2007) DOI: 10.1214/07-EJS033 Open Access
KEYWORDS: Cluster sampling, bootstrap, second-order asymptotic, 62F12, 60F40
Roberto Baragona, Francesco Battaglia
Electron. J. Statist. 1, 392-432, (2007) DOI: 10.1214/07-EJS082 Open Access
KEYWORDS: dynamic factor models, multivariate time series, Outliers, 62M10, 62H25, 62P20
Aad van der Vaart, Harry van Zanten
Electron. J. Statist. 1, 433-448, (2007) DOI: 10.1214/07-EJS098 Open Access
KEYWORDS: rate of convergence, Bayesian inference, Nonparametric density estimation, Nonparametric regression, ‎classification‎, Gaussian process priors, 62G05, 62C10, 60G15
Cristina Butucea, Mathilde Mougeot, Karine Tribouley
Electron. J. Statist. 1, 449-472, (2007) DOI: 10.1214/07-EJS079 Open Access
KEYWORDS: excess mass, Functional estimation, multivariate probability density, rates of convergence, upper bounds of the risk error, 62G05, 62G20, 62H12, 62C20
Werner Ehm, Benjamin Staude, Stefan Rotter
Electron. J. Statist. 1, 473-495, (2007) DOI: 10.1214/07-EJS095 Open Access
KEYWORDS: asymptotics, compound Poisson process, Empirical characteristic function, higher-order interactions, jump measure, spike train, synchronized activity, 62G05, 62E20, 92C20
Vivian Viallon
Electron. J. Statist. 1, 496-518, (2007) DOI: 10.1214/07-EJS099 Open Access
KEYWORDS: Functional limit laws, Laws of the iterated logarithm, empirical process, quantile process, order statistics, Density estimation, nonparametric estimation, nearest-neighbor estimates, 60F15, 60F17, 62G07
Hemant Ishwaran
Electron. J. Statist. 1, 519-537, (2007) DOI: 10.1214/07-EJS039 Open Access
KEYWORDS: CART, random forests, maximal subtree
Stéphane Gaïffas, Guillaume Lecué
Electron. J. Statist. 1, 538-573, (2007) DOI: 10.1214/07-EJS077 Open Access
KEYWORDS: Nonparametric regression, single-index, Aggregation, Adaptation, minimax, random design, Oracle inequality, 62G08, 62H12
Oliver Bembom, Mark J. van der Laan
Electron. J. Statist. 1, 574-596, (2007) DOI: 10.1214/07-EJS105 Open Access
KEYWORDS: Experimental Treatment Assignment assumption, positivity assumption, dynamic treatment rules, physical activity, 62P10, 62P10, 62P10
Lukas Meier, Peter Bühlmann
Electron. J. Statist. 1, 597-615, (2007) DOI: 10.1214/07-EJS103 Open Access
KEYWORDS: Lasso, Local least squares, multivariate regression, Variable selection, weighted likelihood, 62J07, 62J99, 62H12
Fabrice Gamboa, Jean-Michel Loubes, Elie Maza
Electron. J. Statist. 1, 616-640, (2007) DOI: 10.1214/07-EJS026 Open Access
KEYWORDS: semi-parametric estimation, empirical process, Fourier transform, M-estimation, 60G17, 62G07
Rima Izem, J.S. Marron
Electron. J. Statist. 1, 641-676, (2007) DOI: 10.1214/07-EJS080 Open Access
KEYWORDS: Functional data analysis, nonlinear modes of variation, Analysis of variance, Fréchet mean, Fréchet variance, variation in manifolds, 60K35, 60K35, 60K35
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