calculate_a_optimality#

obsidian.experiment.advanced_design.calculate_a_optimality(design, continuous_params_keys, subparam_keys)[source]#

Calculate A-optimality (trace of the inverse information matrix) for the continuous and subparameter columns.

Parameters:
  • design – Design DataFrame.

  • continuous_params_keys – List of continuous parameter column names.

  • subparam_keys – List of subparameter column names, or a single string.

Returns:

Trace of (X^T X)^{-1} (lower is better).

Return type:

float