Latest Research in Statistics Theory

24 research papers · 2026 median publication year

Top Research Topics in Statistics Theory

Highest-Cited Papers

  1. A New Two-Sample Test for Covariance Matrices in High Dimensions: U-Statistics Meet Leading Eigenvalues
  2. A two-sample mean vector projection test for high-dimensional Behrens–Fisher problems
  3. Finite-Sample Hausdorff Bounds and Hadamard Sensitivity for Regressions with MNAR Covariates
  4. Eigenvalue-Decomposition Cost Denoising as an Alternative to Predict-then-Optimize for Shortest-Path Problems
  5. Generalised Covariances and Correlations
  6. Gaussian Comparison Theorems for High-Dimensional Posterior Inference
  7. Unrestricted conditional maximum likelihood estimation for a Fréchet regression model
  8. Locally Weighted Unified Shape Function and the One-to-One Correspondence with Regime Boundaries: Multi-Regime Local Peak Correspondence, Population Limit Geometry, and the Pseudo-Peak Phenomenon of Global Splitting
  9. A class of nonparametric homogeneity tests on the circle
  10. Bernstein-von Mises theorem for sparse generalized linear models
  11. Proportional-limit asymptotics for Diaconis-Ylvisaker-penalised logistic regression with fitted intercept
  12. Optimal estimation for Functional Linear Regression with Noisy Discretized Data
  13. Geometric Fluctuations of the $\sinΘ$ Distance in High-Dimensional Principal Subspace Estimation
  14. Normal approximation for U-statistics with cross-sectional dependence
  15. Low-Rank and Sparse Drift Estimation for High-Dimensional Lévy-Driven Ornstein--Uhlenbeck Processes
  16. Pollak's Minimax Quickest Change Detection: Non-Asymptotic Optimality
  17. Scalable Bernoulli Factory MCMC for Intractable Marginalised Posteriors
  18. A Unified Descriptive-Complexity Framework for Model Selection under Correlated Designs
  19. Estimating the Number of Components in Finite Mixture Models via Variational Approximation
  20. Kernelized Stein Discrepancy for Goodness-of-Fit Tests and Stein Sampling in R
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L3 Region - - 2026 Sep Q3

Statistics Theory

24 papers

Top Topics (10)

Statistics Theory11
Random Matrices and Applications2
Machine Learning2
Computation2
Econometrics1
Methodology1
Ecosystem dynamics and resilience1
Statistical Methods and Inference1
Probability1
Bayesian Methods and Mixture Models1

Top Publications (20)

1.A New Two-Sample Test for Covariance Matrices in High Dimensions: U-Statistics Meet Leading Eigenvalues2.A two-sample mean vector projection test for high-dimensional Behrens–Fisher problems3.Finite-Sample Hausdorff Bounds and Hadamard Sensitivity for Regressions with MNAR Covariates4.Eigenvalue-Decomposition Cost Denoising as an Alternative to Predict-then-Optimize for Shortest-Path Problems5.Generalised Covariances and Correlations6.Gaussian Comparison Theorems for High-Dimensional Posterior Inference7.Unrestricted conditional maximum likelihood estimation for a Fréchet regression model8.Locally Weighted Unified Shape Function and the One-to-One Correspondence with Regime Boundaries: Multi-Regime Local Peak Correspondence, Population Limit Geometry, and the Pseudo-Peak Phenomenon of Global Splitting9.A class of nonparametric homogeneity tests on the circle10.Bernstein-von Mises theorem for sparse generalized linear models11.Proportional-limit asymptotics for Diaconis-Ylvisaker-penalised logistic regression with fitted intercept12.Optimal estimation for Functional Linear Regression with Noisy Discretized Data13.Geometric Fluctuations of the $\sinΘ$ Distance in High-Dimensional Principal Subspace Estimation14.Normal approximation for U-statistics with cross-sectional dependence15.Low-Rank and Sparse Drift Estimation for High-Dimensional Lévy-Driven Ornstein--Uhlenbeck Processes16.Pollak's Minimax Quickest Change Detection: Non-Asymptotic Optimality17.Scalable Bernoulli Factory MCMC for Intractable Marginalised Posteriors18.A Unified Descriptive-Complexity Framework for Model Selection under Correlated Designs19.Estimating the Number of Components in Finite Mixture Models via Variational Approximation20.Kernelized Stein Discrepancy for Goodness-of-Fit Tests and Stein Sampling in R
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