seldonian.models.objectives.IS_estimate

IS_estimate(model, theta, episodes, **kwargs)

Calculate the vanilla importance sampling estimate using all episodes.

Parameters:
  • model – SeldonianModel instance

  • theta (numpy ndarray) – The parameter weights

  • episodes – List of episodes

Returns:

The IS estimate

Return type:

float