Vine copula knockoffs for variable selection in gene expression studies
Canadian Journal of Statistics, EarlyView.Abstract Identifying clinical and genetic markers is essential for stratifying cancer patients by survival outcomes and guiding personalized treatment strategies. However, gene expression studies often involve high‐dimensional predictors with mixed data types and complex dependence, which complicates reliable variable selection.
José Ulises Márquez Urbina +3 more
wiley +1 more source
Lasso for hierarchical polynomial models
Canadian Journal of Statistics, EarlyView.Abstract The divisibility conditions implicit in a polynomial hierarchy suggest parameter constraints in regression. With this idea, we establish strong and weak hierarchies for both the lasso and relaxed lasso. Our proposal extends prior work on hierarchical lasso, which was mainly concerned with models of degree 2.
H. Maruri‐Aguilar, S. Lunagómez
wiley +1 more source
An Interpretable Hierarchical Belief Rule Base for the Performance Evaluation of Laser Inertial Measurement Units. [PDF]
Entropy (Basel)Gao Y +5 more
europepmc +1 more source
Joint copula‐based beta regression with covariate‐dependent dispersion for malaria indicators
Canadian Journal of Statistics, EarlyView.Abstract Malaria surveillance relies on multiple indicators that reflect different aspects of transmission and disease burden, yet these outcomes are often analyzed separately under constant‐variance assumptions. Such approaches may obscure residual dependence and heterogeneity in variability. Using Demographic and Health Survey data from Burkina Faso (
Guanjie Lyu, Cindy Feng
wiley +1 more source
Stage-specific evolutionary dynamics in pediatric leukemia inferred using Bayesian stochastic modeling. [PDF]
PLoS OneKim SH.
europepmc +1 more source
Considerations for the Integration of Clinical Trials and Real‐World Data
Clinical Pharmacology &Therapeutics, EarlyView.As clinical decision‐making increasingly moves toward individualized and context‐specific treatment recommendations, reliance on any single evidence source, randomized or observational, may be insufficient. Principled integration of randomized controlled trials and real‐world data, grounded in explicit causal frameworks, offers a path toward evidence ...
Sky Qiu +19 more
wiley +1 more source
Assessing the impact of AI-enabled BIM digital twins on construction risks: a Bayesian Network of Jordanian expert beliefs. [PDF]
Front Artif IntellAlbtoush F +3 more
europepmc +1 more source
Corporate Social Responsibility and Environmental Management, EarlyView.ABSTRACT The significance of fostering an internal corporate social responsibility (ICSR) plan to advance employee well‐being is not fully understood. This article explores employee well‐being from a positive balance perspective, combining the strategic approach to Internal Corporate Social Responsibility with the Theory of subjective well‐being ...
Teresa C. Herrador‐Alcaide +3 more
wiley +1 more source
A Bayesian Multi-State Data Integration Approach for Estimating County-Level Prevalence of Opioid Misuse in the United States. [PDF]
Stat MedFeng Z, Chen Q, Griffin P, Bao L.
europepmc +1 more source
Bayesian hierarchical models suggest oldest known plant-visiting bat was omnivorous. [PDF]
Biol Lett, 2015 Yohe LR +5 more
europepmc +1 more source