VOL. 33 · NO. 4 | August 2005
Ann. Statist. 33 (4), (August 2005) Open Access
No abstract available
Ann. Statist. 33 (4), (August 2005) Open Access
No abstract available
Machine Learning
Vladimir Koltchinskii, Dmitry Panchenko
Ann. Statist. 33 (4), 1455-1496, (August 2005) DOI: 10.1214/009053605000000228 Open Access
KEYWORDS: Generalization error, convex combination, Convex hull, ‎classification‎, margin, empirical process, empirical margin distribution, 62G05, 62G20, 60F15
Peter L. Bartlett, Olivier Bousquet, Shahar Mendelson
Ann. Statist. 33 (4), 1497-1537, (August 2005) DOI: 10.1214/009053605000000282 Open Access
KEYWORDS: error bounds, Rademacher averages, data-dependent complexity, Concentration inequalities, 62G08, 68Q32
Tong Zhang, Bin Yu
Ann. Statist. 33 (4), 1538-1579, (August 2005) DOI: 10.1214/009053605000000255 Open Access
KEYWORDS: boosting, greedy optimization, matching pursuit, early stopping, consistency, 62G05, 62G08
Model Selection and Dimension Reduction
Bing Li, Hongyuan Zha, Francesca Chiaromonte
Ann. Statist. 33 (4), 1580-1616, (August 2005) DOI: 10.1214/009053605000000192 Open Access
KEYWORDS: central subspace, empirical directions, PCA, Nonparametric regression, data visualization, 62G08, 62G09, 62H05
David R. Hunter, Runze Li
Ann. Statist. 33 (4), 1617-1642, (August 2005) DOI: 10.1214/009053605000000200 Open Access
KEYWORDS: AIC, BIC, EM algorithm, Lasso, MM algorithm, penalized likelihood, oracle estimator, SCAD, 62J12, 65C20
Statistical Analysis of Shape
Ian L. Dryden
Ann. Statist. 33 (4), 1643-1665, (August 2005) DOI: 10.1214/009053605000000264 Open Access
KEYWORDS: Bingham distribution, complex Bingham, complex Watson, directional data, Functional data analysis, infinite-dimensional sphere, shape, sphere, von Mises–Fisher distribution, Watson distribution, Wiener process, Wiener measure, 62H11, 60G15
Kanti V. Mardia, Vic Patrangenaru
Ann. Statist. 33 (4), 1666-1699, (August 2005) DOI: 10.1214/009053605000000273 Open Access
KEYWORDS: Projective transformations, projective frame, projective shape space, equivariant embedding, extrinsic means, directional statistics, tangent approximation, Bootstrapping, shape analysis, machine vision, 62H11, 62H10, 62H35
Bayesian Theory and Methods
Iain M. Johnstone, Bernard W. Silverman
Ann. Statist. 33 (4), 1700-1752, (August 2005) DOI: 10.1214/009053605000000345 Open Access
KEYWORDS: Adaptivity, Bayesian inference, Nonparametric regression, smoothing, Sparsity, 62C12, 62G08, 62G20, 62H35, 65T60
Yuzo Maruyama, William E. Strawderman
Ann. Statist. 33 (4), 1753-1770, (August 2005) DOI: 10.1214/009053605000000327 Open Access
KEYWORDS: Ridge regression, minimaxity, generalized Bayes, condition number, 62C20, 62C15, 62C10, 62A15
Lancelot F. James
Ann. Statist. 33 (4), 1771-1799, (August 2005) DOI: 10.1214/009053605000000336 Open Access
KEYWORDS: Cumulants, inhomogeneous Poisson process, Lévy measure, multiplicative intensity model, generalized gamma process, weighted Chinese restaurant, 62G05, 62F15
Time Series Analysis
P. M. Robinson
Ann. Statist. 33 (4), 1800-1842, (August 2005) DOI: 10.1214/009053605000000354 Open Access
KEYWORDS: fractional processes, efficient semiparametric estimation, adaptive estimation, nonstationary processes, series estimation, M-estimation, 62M10, 62F11, 62G10, 62J05
Javier Hidalgo
Ann. Statist. 33 (4), 1843-1889, (August 2005) DOI: 10.1214/009053605000000318 Open Access
KEYWORDS: spectral density estimation, long-memory processes, Gaussian processes, 62M15, 62G05, 62G20
Katsumi Shimotsu, Peter C. B. Phillips
Ann. Statist. 33 (4), 1890-1933, (August 2005) DOI: 10.1214/009053605000000309 Open Access
KEYWORDS: discrete Fourier transform, fractional integration, long memory, nonstationarity, Semiparametric estimation, Whittle likelihood, 62M10
Sample Quantiles
Wei Biao Wu
Ann. Statist. 33 (4), 1934-1963, (August 2005) DOI: 10.1214/009053605000000291 Open Access
KEYWORDS: Long- and short-range dependence, Bahadur representation, nonlinear time series, Almost sure convergence, linear process, martingale inequalities, Empirical processes, Law of the iterated logarithm, 62G30, 60F05, 60F17
Categorical Data and Ignorability
Manfred Jaeger
Ann. Statist. 33 (4), 1964-1981, (August 2005) DOI: 10.1214/009053605000000363 Open Access
KEYWORDS: categorical data, coarse data, Contingency tables, ignorability, maximum likelihood inference, missing at random, missing values, 62A01, 62N01
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