Annual Review of Statistics and Its Application

Papers
(The median citation count of Annual Review of Statistics and Its Application is 4. 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 2021-02-01 to 2025-02-01.)
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
Shared Frailty Methods for Complex Survival Data: A Review of Recent Advances25
Relational Event Modeling25
Role of Statistics in Detecting Misinformation: A Review of the State of the Art, Open Issues, and Future Research Directions22
An Update on Measurement Error Modeling22
Stochastic Models of Rainfall21
Bayesian Inference for Misspecified Generative Models21
Convergence Diagnostics for Entity Resolution21
Twenty-First-Century Statistical and Computational Challenges in Astrophysics18
Compositional Data Analysis18
Statistical Deep Learning for Spatial and Spatiotemporal Data18
Statistical Applications to Cognitive Diagnostic Testing17
A Survey on Statistical Theory of Deep Learning: Approximation, Training Dynamics, and Generative Models17
The Role of the Bayes Factor in the Evaluation of Evidence16
Maps: A Statistical View16
Statistical Evaluation of Medical Tests15
Granger Causality: A Review and Recent Advances14
Synthetic Data13
Space-Time Covariance Structures and Models12
Approximate Methods for Bayesian Computation12
Missing Data Assumptions12
A Practical Guide to Family Studies with Lifetime Data12
Is There a Cap on Longevity? A Statistical Review12
A Variational View on Statistical Multiscale Estimation11
Causal Mediation Analysis for Integrating Exposure, Genomic, and Phenotype Data11
Statistical Data Integration for Health Policy Evidence-Building11
Consequences of Asking Sensitive Questions in Surveys10
Online Learning Algorithms10
Quantile Regression for Survival Data10
Communication of Statistics and Evidence in Times of Crisis10
Postprocessing of MCMC10
Sustainable Statistical Capacity-Building for Africa: The Biostatistics Case9
Interpretable Machine Learning for Discovery: Statistical Challenges and Opportunities9
Causal Inference in the Social Sciences8
8
Models and Rating Systems for Head-to-Head Competition8
Fair Risk Algorithms8
Models for Integer Data8
Statistics in Phonetics7
High-Dimensional Data Bootstrap7
Value of Information Analysis in Models to Inform Health Policy7
Adaptive Enrichment Designs in Clinical Trials6
Markov Chain Monte Carlo in Practice6
Second-Generation Functional Data6
A Statistical Viewpoint on Differential Privacy: Hypothesis Testing, Representation, and Blackwell's Theorem6
Algorithmic Fairness: Choices, Assumptions, and Definitions6
Analysis of Microbiome Data6
Tensors in Statistics5
Modeling Player and Team Performance in Basketball5
Six Statistical Senses5
Perspective on Data Science5
A Review of Empirical Likelihood4
Extreme Value Analysis for Financial Risk Management4
Current Advances in Neural Networks4
Manifold Learning: What, How, and Why4
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