Latest Research in Statistical Methods and Inference

21 research papers · 2026 median publication year

Top Research Topics in Statistical Methods and Inference

Highest-Cited Papers

  1. Approximate Factor Models for Functional Time Series
  2. Modeling multivariate lattice data with Dirichlet process mixture spatial random effects
  3. Online Gradient Computation for Warping Gaussian Process Transformations
  4. Distributed Selective Inference for Quantile Regression
  5. Conformal-DRO: Distributionally Robust Optimization with Conformalized Ambiguity Set
  6. Bayesian estimation of clustering structures in binned data
  7. Estimation of Linear Functionals in Multilayer Panels under Staggered Adoption
  8. HiMAP: Hilbert Mass-Addressed Parameterization for Multivariate Barycenters and Frećhet Regression
  9. Fixed-smoothing Uniform Inference for Quantile Regression
  10. Valid inference for regression with best subset selection
  11. Distributed optimal subsampling inference for the additive hazards model with massive survival data
  12. Iterative distributed multinomial regression
  13. Automatic knot selection in smooth additive models
  14. Stein's method for marginals on large graphical models
  15. Geodesic Difference-in-Differences
  16. Learning Nonparametric Conditional Single-Index U-Processes for Missing Locally Stationary Functional Random Fields with Stochastic Spatial Design
  17. The Global Maximum Point Invariance Theorem: A Statistical Invariant Theory of Structural Break Detection — Unified Shape Function, Standardized Limits, and Multi-Regime Generalization
  18. On efficiency gains via augmenting a tiny sample with a massive auxiliary sample
  19. Iterative Distributed Multinomial Regression
  20. Second-Order Sparse Sufficient Dimension Reduction with Applications to Quadratic Discriminant Analysis
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L3 Region - - 2026 Sep Q3

Statistical Methods and Inference

21 papers

Top Topics (10)

Methodology5
Statistical Methods and Inference4
Bayesian Methods and Mixture Models2
Econometrics2
Machine Learning2
Machine Learning1
Optimization and Control1
Statistics Theory1
Face and Expression Recognition1
Structural Health Monitoring Techniques1

Top Publications (20)

1.Approximate Factor Models for Functional Time Series2.Modeling multivariate lattice data with Dirichlet process mixture spatial random effects3.Online Gradient Computation for Warping Gaussian Process Transformations4.Distributed Selective Inference for Quantile Regression5.Conformal-DRO: Distributionally Robust Optimization with Conformalized Ambiguity Set6.Bayesian estimation of clustering structures in binned data7.Estimation of Linear Functionals in Multilayer Panels under Staggered Adoption8.HiMAP: Hilbert Mass-Addressed Parameterization for Multivariate Barycenters and Frećhet Regression9.Fixed-smoothing Uniform Inference for Quantile Regression10.Valid inference for regression with best subset selection11.Distributed optimal subsampling inference for the additive hazards model with massive survival data12.Iterative distributed multinomial regression13.Automatic knot selection in smooth additive models14.Stein's method for marginals on large graphical models15.Geodesic Difference-in-Differences16.Learning Nonparametric Conditional Single-Index U-Processes for Missing Locally Stationary Functional Random Fields with Stochastic Spatial Design17.The Global Maximum Point Invariance Theorem: A Statistical Invariant Theory of Structural Break Detection — Unified Shape Function, Standardized Limits, and Multi-Regime Generalization18.On efficiency gains via augmenting a tiny sample with a massive auxiliary sample19.Iterative Distributed Multinomial Regression20.Second-Order Sparse Sufficient Dimension Reduction with Applications to Quadratic Discriminant Analysis
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