Annual Review of Statistics and Its Application

Papers
(The TQCC of Annual Review of Statistics and Its Application is 12. 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 2021-03-01 to 2025-03-01.)
ArticleCitations
Reproducibility in the Classroom283
Measure Transportation and Statistical Decision Theory144
Methods Based on Semiparametric Theory for Analysis in the Presence of Missing Data90
Graduate Education in Statistics and Data Science: The Why, When, Where, Who, and What87
Designs for Vaccine Studies64
A Brief Tour of Deep Learning from a Statistical Perspective63
High-Dimensional Gene–Environment Interaction Analysis35
Discrete Latent Variable Models31
Distributional Regression for Data Analysis29
Recent Advances in Text Analysis27
Hawkes Models and Their Applications26
Relational Event Modeling25
Shared Frailty Methods for Complex Survival Data: A Review of Recent Advances25
An Update on Measurement Error Modeling22
Role of Statistics in Detecting Misinformation: A Review of the State of the Art, Open Issues, and Future Research Directions22
Bayesian Inference for Misspecified Generative Models21
Convergence Diagnostics for Entity Resolution21
Stochastic Models of Rainfall21
Statistical Deep Learning for Spatial and Spatiotemporal Data18
Twenty-First-Century Statistical and Computational Challenges in Astrophysics18
Compositional Data Analysis18
A Survey on Statistical Theory of Deep Learning: Approximation, Training Dynamics, and Generative Models17
Statistical Applications to Cognitive Diagnostic Testing17
Maps: A Statistical View16
The Role of the Bayes Factor in the Evaluation of Evidence16
Statistical Evaluation of Medical Tests15
Granger Causality: A Review and Recent Advances14
Synthetic Data13
A Variational View on Statistical Multiscale Estimation12
Approximate Methods for Bayesian Computation12
A Practical Guide to Family Studies with Lifetime Data12
Is There a Cap on Longevity? A Statistical Review12
Space-Time Covariance Structures and Models12
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