Weight Parameters¶
Defines the configuration for evaluating the model weights in the analysis.
weight_calcula_configuration:
number_weight_evaluation_per_chain: 20
number_processors_used_weights: 20
stability_factor: 1e-8
pareto_smoothing: True
Parameters¶
- number_weight_evaluation_per_chain: int
Number of weight evaluations to perform per MCMC chain. A suggested value would be equal or larger than 20.
- number_processors_used_weights: int
Number of processors used in parallel for weight computations. This value has to be lower or equal to the value set in number_weight_evaluation_per_chain.
- stability_factor: float
Small constant added for numerical stability during weight calculations. A suggested value would be 1e-8.
- pareto_smoothing: bool
Whether to apply Pareto smoothing to the importance weights. Normally it is better to set this value as True as it is seen to give better results.