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Preprint Sep 2026

Deterministic Leave-One-Cluster-Out Cross-Validation for Multilevel Bayesian Structural Equation Models

We introduce a closed-form, refit-free procedure for leave-one-cluster-out (LOCO) cross-validation in multilevel Gaussian Bayesian structural equation models (SEMs), together with predictive scoring of every nested submodel. Conditional independence of clusters given the parameters expresses the cluster-deleted posteri...

Mohammad Alhyari, Haziq Jamil, Hans Montcho et al. · 0 citations
Preprint Sep 2026

Cross Validation for the log Gaussian Cox Process

The log Gaussian Cox Process (LGCP) is one of the most widely used models for the analysis of spatial point patterns. Although Bayesian methods and software for fitting LGCPs are now well established, practical tools for model criticism, predictive assessment, and model comparison remain comparatively underdeveloped. T...

Hans Montcho, H. Rue, F. Lindgren et al. · 0 citations
Preprint Jul 2026

Informative Distance-Based Priors for Correlation Matrices Centred on a Target Reference

A distance-based prior is proposed that assigns mass decaying exponentially in the Fisher arc-length distance from a user-specified reference correlation matrix, enabling shrinkage toward any target correlation structure rather than being confined to the identity matrix.

A. Freni-Sterrantino, J. van Niekerk, E. Krainski et al. · 2 citations

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