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CausalValidator

datasynth_core::causal::validation

Struct CausalValidator 

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pub struct CausalValidator;
Expand description

Validator for causal structure consistency.

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impl CausalValidator

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pub fn validate_causal_structure( samples: &[HashMap<String, f64>], graph: &CausalGraph, ) -> CausalValidationReport

Validate that samples respect the causal structure of the graph.

Performs three checks:

  1. Edge correlation signs match mechanism coefficient signs
  2. Non-edges have weaker average correlation than edges
  3. Topological ordering holds in conditional means

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