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

-8.16Predictive log-likelihoodIndep RE
-16.1784-14.0967-12.015-9.9333Jun 16, 2026

Evaluation results

MethodLinks
Indep RERandom-effects prior=independent hierarchical2026.06-8.16
GP HDV-onlyRandom-effects prior=Gaussian Process, Kernel type=log-HDV-frequency similarity2026.06-8.39
GP EuclideanRandom-effects prior=Gaussian Process, Kernel type=Euclidean covariate distance2026.06-9.6
GP learnedRandom-effects prior=Gaussian Process, Kernel type=learned embedding2026.06-9.84
Single poolRandom-effects prior=none2026.06-15.87