Latest Research in Bayesian Inference Frameworks

168 research papers · 2026 median publication year

Top Research Topics in Bayesian Inference Frameworks

Highest-Cited Papers

  1. 7 Reasons Bayes' Theorem Is the Most Consequential Equation You Were Never Taught
  2. Revisiting the Normalization of the Moran's I Index: A Correlation‐Based Approach With Inference
  3. A New Two-Sample Test for Covariance Matrices in High Dimensions: U-Statistics Meet Leading Eigenvalues
  4. Bayesian Survival Analysis of Lung Cancer Data under Uncertainty: A Fuzzy Environment Approach
  5. Hierarchical Evidence Calculus (HEC): A Meta-Statistical Framework Unifying Frequentist and Bayesian Paradigms
  6. A New Nakagami–Weibull Non-Mixture Cure Model with Applications to Right-Censored Survival Data
  7. Gap-Entropy Testing (GET): A Framework for Structural and Distributional Differences
  8. Hypothesis testing of covariance matrices in high-dimensional elliptical models
  9. Efficient computation of mixture confidence sequences in generalized linear models
  10. Special Lagrangian cones in Deep Learning
  11. Instance-Optimal Adaptive Location Estimation via Multiscale Mid-Summaries
  12. Bayesian Superiority in On/Off analysis
  13. A two-sample mean vector projection test for high-dimensional Behrens–Fisher problems
  14. A General Kernel Framework for Non-CND Distance Measures Using |D|-Dimensional Sparse Landmark Embeddings
  15. Bayesian Sample Size Determination: Sampling Distribution Estimation or Exploration?
  16. Second-Order Least Squares as a Special Case of the Polynomial Maximization Method
  17. Regularized-Likelihood Deconvolution with Posterior-Density Reconstruction
  18. When Is a Relevance Threshold Statistically Resolvable? Minimax Limits for Effect Classification
  19. Semiparametric Efficient Inference under Non-Informative Complex Survey Designs
  20. Spatially Dependent Indian Buffet Processes

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L2 Region - - 2026 Sep Q3

Bayesian Inference Frameworks

168 papers

Top Topics (10)

Methodology40
Statistics Theory29
Machine Learning10
Survey Sampling and Estimation Techniques10
Econometrics10
Statistical Methods and Inference9
Bayesian Methods and Mixture Models6
Structural Health Monitoring Techniques6
Machine Learning5
Computation4

Top Publications (20)

1.7 Reasons Bayes' Theorem Is the Most Consequential Equation You Were Never Taught2.Revisiting the Normalization of the Moran's I Index: A Correlation‐Based Approach With Inference3.A New Two-Sample Test for Covariance Matrices in High Dimensions: U-Statistics Meet Leading Eigenvalues4.Bayesian Survival Analysis of Lung Cancer Data under Uncertainty: A Fuzzy Environment Approach5.Hierarchical Evidence Calculus (HEC): A Meta-Statistical Framework Unifying Frequentist and Bayesian Paradigms6.A New Nakagami–Weibull Non-Mixture Cure Model with Applications to Right-Censored Survival Data7.Gap-Entropy Testing (GET): A Framework for Structural and Distributional Differences8.Hypothesis testing of covariance matrices in high-dimensional elliptical models9.Efficient computation of mixture confidence sequences in generalized linear models10.Special Lagrangian cones in Deep Learning11.Instance-Optimal Adaptive Location Estimation via Multiscale Mid-Summaries12.Bayesian Superiority in On/Off analysis13.A two-sample mean vector projection test for high-dimensional Behrens–Fisher problems14.A General Kernel Framework for Non-CND Distance Measures Using |D|-Dimensional Sparse Landmark Embeddings15.Bayesian Sample Size Determination: Sampling Distribution Estimation or Exploration?16.Second-Order Least Squares as a Special Case of the Polynomial Maximization Method17.Regularized-Likelihood Deconvolution with Posterior-Density Reconstruction18.When Is a Relevance Threshold Statistically Resolvable? Minimax Limits for Effect Classification19.Semiparametric Efficient Inference under Non-Informative Complex Survey Designs20.Spatially Dependent Indian Buffet Processes

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