Annals of Statistics

Papers
(The H4-Index of Annals of Statistics is 24. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-04-01 to 2025-04-01.)
ArticleCitations
Convergence of de Finetti’s mixing measure in latent structure models for observed exchangeable sequences127
On singular values of data matrices with general independent columns79
Optimal estimation and computational limit of low-rank Gaussian mixtures66
Ridge regression revisited: Debiasing, thresholding and bootstrap64
Change-point analysis with irregular signals62
Online inference with multi-modal likelihood functions61
On the approximation accuracy of Gaussian variational inference61
Statistical inference for rough volatility: Minimax theory59
One-step estimation of differentiable Hilbert-valued parameters46
Online change-point detection for matrix-valued time series with latent two-way factor structure44
Generalization error bounds of dynamic treatment regimes in penalized regression-based learning41
Orthogonal statistical learning33
Foundations of structural causal models with cycles and latent variables33
Maximum likelihood for high-noise group orbit estimation and single-particle cryo-EM31
High-dimensional nonparametric density estimation via symmetry and shape constraints30
Complexity analysis of Bayesian learning of high-dimensional DAG models and their equivalence classes27
Dispersal density estimation across scales27
Inference in Ising models on dense regular graphs27
Extreme value inference for heterogeneous power law data27
False discovery rate control with unknown null distribution: Is it possible to mimic the oracle?27
Parametric copula adjusted for non- and semiparametric regression26
Carving model-free inference25
Scalable estimation and inference for censored quantile regression process24
Off-policy evaluation in partially observed Markov decision processes under sequential ignorability24
The Stein effect for Fréchet means24
A cross-validation framework for signal denoising with applications to trend filtering, dyadic CART and beyond24
Principal components in linear mixed models with general bulk24
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