OOIR: Observatory of International Research

Papers

(The TQCC of Statistical Science is 5. 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 2020-03-01 to 2024-03-01.)

Article	Citations
Outcome-Wide Longitudinal Designs for Causal Inference: A New Template for Empirical Studies	109
A General Framework for Vecchia Approximations of Gaussian Processes	72
The Box–Cox Transformation: Review and Extensions	51
Exponential-Family Models of Random Graphs: Inference in Finite, Super and Infinite Population Scenarios	45
A Selective Overview of Deep Learning	39
Revisiting the Gelman–Rubin Diagnostic	33
Best Subset, Forward Stepwise or Lasso? Analysis and Recommendations Based on Extensive Comparisons	31
The Dependent Dirichlet Process and Related Models	24
Additive and Multiplicative Effects Network Models	23
Invariance, Causality and Robustness	23
In Defense of the Indefensible: A Very Naïve Approach to High-Dimensional Inference	23
Robust High-Dimensional Factor Models with Applications to Statistical Machine Learning	18
Convex Relaxation Methods for Community Detection	17
The GENIUS Approach to Robust Mendelian Randomization Inference	17
Analyzing Stochastic Computer Models: A Review with Opportunities	16
A Unified Primal Dual Active Set Algorithm for Nonconvex Sparse Recovery	16
Comparative Study of Differentially Private Data Synthesis Methods	16
Testing Randomness Online	14
Choosing Among Notions of Multivariate Depth Statistics	13
Bipartite Causal Inference with Interference	13
Minimax Rates in Network Analysis: Graphon Estimation, Community Detection and Hypothesis Testing	11
Statistical Dependence: Beyond Pearson’s ρ	11
A Horse Race between the Block Maxima Method and the Peak–over–Threshold Approach	11
Maximum Likelihood Multiple Imputation: Faster Imputations and Consistent Standard Errors Without Posterior Draws	11
Judicious Judgment Meets Unsettling Updating: Dilation, Sure Loss and Simpson’s Paradox	11

Sparse Regression: Scalable Algorithms and Empirical Performance	11
Checking for Prior-Data Conflict Using Prior-to-Posterior Divergences	10
Game-Theoretic Statistics and Safe Anytime-Valid Inference	10
Challenges in Markov Chain Monte Carlo for Bayesian Neural Networks	10
A General Framework for the Analysis of Adaptive Experiments	10
Stein’s Method Meets Computational Statistics: A Review of Some Recent Developments	9
A Problem in Forensic Science Highlighting the Differences between the Bayes Factor and Likelihood Ratio	9
Response-Adaptive Randomization in Clinical Trials: From Myths to Practical Considerations	9
LGM Split Sampler: An Efficient MCMC Sampling Scheme for Latent Gaussian Models	8
Symmetrical and Non-symmetrical Variants of Three-Way Correspondence Analysis for Ordered Variables	7
Equitability, Interval Estimation, and Statistical Power	7
A Look at Robustness and Stability of $\ell_{1}$-versus $\ell_{0}$-Regularization: Discussion of Papers by Bertsimas et al. and Hastie et al.	7
Matching Methods for Observational Studies Derived from Large Administrative Databases	7
On Estimation and Inference in Latent Structure Random Graphs	7
Gambler’s Ruin and the ICM	6
On General Notions of Depth for Regression	6
Real-Time Estimation of COVID-19 Infections: Deconvolution and Sensor Fusion	6
Confidence as Likelihood	6
Statistical Modeling for Practical Pooled Testing During the COVID-19 Pandemic	6
Aitchison’s Compositional Data Analysis 40 Years on: A Reappraisal	6
Identification of Causal Effects Within Principal Strata Using Auxiliary Variables	5
Additive Bayesian Variable Selection under Censoring and Misspecification	5
The SPDE Approach to Matérn Fields: Graph Representations	5
Network Modeling in Biology: Statistical Methods for Gene and Brain Networks	5
Linear Mixed Models with Endogenous Covariates: Modeling Sequential Treatment Effects with Application to a Mobile Health Study	5
Power Calculations for Replication Studies	5
Statistical Challenges in Tracking the Evolution of SARS-CoV-2	5