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Out-of-sample crash prediction on City Crash and Exposure Data (San Francisco held-out)

-6.63Predictive Log-LikelihoodIndep RE
-17.4044-14.6072-11.81-9.0128Jun 16, 2026

Evaluation results

MethodLinks
Indep RERandom-effects prior=independent hierarchical2026.06-6.63
GP EuclideanRandom-effects prior=Gaussian Process, Kernel type=Euclidean covariate distance2026.06-6.76
GP learnedRandom-effects prior=Gaussian Process, Kernel type=learned embedding2026.06-6.95
GP HDV-onlyRandom-effects prior=Gaussian Process, Kernel type=log-HDV-frequency similarity2026.06-7.04
Single poolRandom-effects prior=none2026.06-16.99