Latest Research in Statistics Theory

27 research papers · 2026 median publication year

Top Research Topics in Statistics Theory

Highest-Cited Papers

  1. Integrative Analysis of Heterogeneous Multisource Partly Interval‐Censored Data
  2. Optimal estimation and goodness-of-fit testing of the mean for sparse longitudinal functional data
  3. The Impact of the Number and the Size of Clusters on Prediction Performance of the Stratified and the Conditional Shared Gamma Frailty Cox Proportional Hazards Models
  4. Correcting Boundary Bias and Observation Independence in Bayesian Experimental Design
  5. Debiased machine learning for combining probability and non-probability survey data
  6. H‐Likelihood Approach on the Joint Frailty Model for Clustered Bivariate Survival Data
  7. On a Penalized Likelihood Approach for Joint Modeling of Longitudinal Covariates and Partly Interval‐Censored Data—An Application to the Anti‐PD1 Brain Collaboration Trial
  8. A data-driven Fourier-mixture neural-network method for density estimation
  9. Low-Rank Tensor Estimation from Nonlinear Observations: A Unified Framework
  10. Diagonal Attenuation: A Finite-Sample Correction for PCA
  11. A Location-Invariant Estimator of Extremal Quantile Treatment Effects for Heavy-Tailed Distributions
  12. Flexible Transformations for Bayesian Score Calibration
  13. Approximating Bayesian leave-one-group-out cross-validation
  14. EM algorithm for change-point additive hazards models with partially interval-censored data
  15. Online Learning of Functional Principal Component Analysis for Multidimensional Functional Data
  16. Causal Inference for Heterogeneous Extreme Quantiles with Heavy-Tailed Outcomes
  17. HyperMC: Multi-Fidelity Hyperparameter Tuning for Stochastic Gradient MCMC
  18. Estimating dynamic models by matching random features
  19. Outcome‐Adaptive Lasso for Cox Proportional Hazards Model
  20. Efficient Inference on High-Dimensional Linear Models with Missing Outcomes
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L3 Region - - 2026 Sep Q3

Statistics Theory

27 papers

Top Topics (9)

Methodology11
Statistical Methods and Inference5
Machine Learning3
Statistics Theory2
Machine Learning2
Frailty in Older Adults1
Advanced Causal Inference Techniques1
Neural Networks and Reservoir Computing1
Computer Vision and Pattern Recognition1

Top Publications (20)

1.Integrative Analysis of Heterogeneous Multisource Partly Interval‐Censored Data2.Optimal estimation and goodness-of-fit testing of the mean for sparse longitudinal functional data3.The Impact of the Number and the Size of Clusters on Prediction Performance of the Stratified and the Conditional Shared Gamma Frailty Cox Proportional Hazards Models4.Correcting Boundary Bias and Observation Independence in Bayesian Experimental Design5.Debiased machine learning for combining probability and non-probability survey data6.H‐Likelihood Approach on the Joint Frailty Model for Clustered Bivariate Survival Data7.On a Penalized Likelihood Approach for Joint Modeling of Longitudinal Covariates and Partly Interval‐Censored Data—An Application to the Anti‐PD1 Brain Collaboration Trial8.A data-driven Fourier-mixture neural-network method for density estimation9.Low-Rank Tensor Estimation from Nonlinear Observations: A Unified Framework10.Diagonal Attenuation: A Finite-Sample Correction for PCA11.A Location-Invariant Estimator of Extremal Quantile Treatment Effects for Heavy-Tailed Distributions12.Flexible Transformations for Bayesian Score Calibration13.Approximating Bayesian leave-one-group-out cross-validation14.EM algorithm for change-point additive hazards models with partially interval-censored data15.Online Learning of Functional Principal Component Analysis for Multidimensional Functional Data16.Causal Inference for Heterogeneous Extreme Quantiles with Heavy-Tailed Outcomes17.HyperMC: Multi-Fidelity Hyperparameter Tuning for Stochastic Gradient MCMC18.Estimating dynamic models by matching random features19.Outcome‐Adaptive Lasso for Cox Proportional Hazards Model20.Efficient Inference on High-Dimensional Linear Models with Missing Outcomes
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