dualbounds.bootstrap.dualbound_multiplier_bootstrap¶

dualbounds.bootstrap.dualbound_multiplier_bootstrap(db_objects: list[DualBounds], aipw: bool = True, alpha: float = 0.05, **kwargs) → DataFrame[source]¶

Combines evidence across multiple DualBounds classes using the multiplier bootstrap.

Parameters:¶

db_objects : list¶

A list of fit DualBounds classes.

aipw : bool¶

If True, uses AIPW estimators to reduce variance (highly recommended).

alpha : float¶

Nominal level, between 0 and 1.

kwargs : dict¶

kwargs for dualbounds.bootstrap.multiplier_bootstrap.

Returns:¶

result – dataframe of results.

Return type:¶

pd.DataFrame