Research map / Probabilistic and scientific modeling / Uncertainty and Gaussian processes
MFBO-SSM: Multi-Fidelity Bayesian Optimization for Fast Inference in State-Space Models
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use multi-fidelity knowledge-gradient selection of particle count instead of a fixed-particle Bayesian optimization | MFBO-SSM · Cell-cycle gene regulatory network, N=20,000 | running time (min): 88.15 -> 35.59 | Helped |
| use MFBO-SSM instead of fixed-fidelity BO | MFBO-SSM · Cell-cycle gene regulatory network, N=20,000 | average MSE: 9.412 -> 6.904 | Helped |
| use MFBO-SSM instead of PMMH | MFBO-SSM · Cell-cycle gene regulatory network, N=20,000 | running time (min): 354.45 -> 35.59 | Helped |
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