gemmr.sample_size.linear_model.get_lm_coefs

gemmr.sample_size.linear_model.get_lm_coefs(model, criterion, target_error, target_power, data_home)

Get linear model coefficients.

For default parameters, i.e. if criterion='combined', target_power=0.9 and target_error=0.1, coefficients are read from file '../datasets/sample_size_lm_[model].csv'. Otherwise, they are calculated from outcome datasets.

Parameters:
  • model (str) – ‘cca’ or ‘pls’
  • criterion (str) –

    Can be:

    • 'combined'
    • 'power'
    • 'association_strength'
    • 'weight'
    • 'score'
    • 'loading'
    • 'crossloading'
  • target_error (float between 0 and 1) – target error level
  • target_power (float between 0 and 1) – target power level
  • data_home (None or str) – path where outcome data are stored, None indicates default path
Returns:

  • intercept (float) – linear model intercept
  • coefs (np.ndarray) – linear model coefficients