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stat.ME2026
Simulation-based validation of Bayes factor computation
Martin Modrák, Sebastian Stroppel, Paul-Christian Bürkner
We propose and evaluate two methods that validate the computation of Bayes factors: one based on an improved variant of simulation-based calibration checking (SBC) and one based on…
stat.ME2026
Hilbert space methods for approximating multi-output latent variable Gaussian processes
Soham Mukherjee, Manfred Claassen, Paul-Christian Bürkner
Gaussian processes are a powerful class of non-linear models, but have limited applicability for larger datasets due to their high computational complexity. In such cases, approxim…
stat.ME2025
Posterior SBC: Simulation-Based Calibration Checking Conditional on Data
Teemu Säilynoja, Marvin Schmitt, Paul-Christian Bürkner +1
Simulation-based calibration checking (SBC) refers to the validation of an inference algorithm and model implementation through repeated inference on data simulated from a generati…