SMCConfig

Struct SMCConfig 

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pub struct SMCConfig {
    pub resampling_method: ResamplingMethod,
    pub ess_threshold: f64,
    pub rejuvenation_steps: usize,
}
Expand description

Configuration options for Sequential Monte Carlo.

This struct controls various aspects of the SMC algorithm, allowing fine-tuning of performance and accuracy trade-offs.

§Fields

  • resampling_method - Algorithm used for particle resampling
  • ess_threshold - ESS threshold that triggers resampling (as fraction of N)
  • rejuvenation_steps - Number of MCMC moves after resampling to increase diversity

§Examples

use fugue::*;

// Conservative configuration (less resampling, more rejuvenation)
let conservative_config = SMCConfig {
    resampling_method: ResamplingMethod::Systematic,
    ess_threshold: 0.2,  // Resample when ESS < 20% of particles
    rejuvenation_steps: 5, // 5 MCMC moves after resampling
};

// Aggressive configuration (frequent resampling, no rejuvenation)
let aggressive_config = SMCConfig {
    resampling_method: ResamplingMethod::Systematic,
    ess_threshold: 0.8,  // Resample when ESS < 80% of particles
    rejuvenation_steps: 0, // No rejuvenation
};

Fields§

§resampling_method: ResamplingMethod

Algorithm used for particle resampling.

§ess_threshold: f64

ESS threshold that triggers resampling (as fraction of particle count).

§rejuvenation_steps: usize

Number of MCMC moves after resampling to increase diversity.

Trait Implementations§

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impl Default for SMCConfig

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fn default() -> Self

Returns the “default value” for a type. Read more

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