Struct StructuralCausalModel 

pub struct StructuralCausalModel { /* private fields */ }

Structural Causal Model for generating data from a causal graph.

Implementations

impl StructuralCausalModel

pub fn new(graph: CausalGraph) -> Result<Self, String>

pub fn graph(&self) -> &CausalGraph

Get reference to the underlying graph.

pub fn generate( &self, n_samples: usize, seed: u64, ) -> Result<Vec<HashMap<String, f64>>, String>

Generate samples from the causal model.

pub fn intervene( &self, variable: &str, value: f64, ) -> Result<IntervenedScm<'_>, String>

Create an intervened SCM where a variable is set to a fixed value. This implements the do-calculus do(X=x) operation.