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Metamodeling

Metamodeling (surrogate modeling) in VOI analysis uses statistical or machine learning models to approximate complex simulation models, making computationally intensive VOI calculations tractable.

voiage provides metamodeling support through regression-based EVPPI methods and Gaussian process regression for EVSI estimation.

See also:

  • Basic VOI — core EVPI/EVPPI usage
  • Advanced VOI — EVSI and regression methods
  • API Reference for voiage.metamodels