medil.models.GaussianMCM

class medil.models.GaussianMCM(**kwargs)[source]

Bases: MedilCausalModel

A linear MeDIL causal model with Gaussian random variables.

__init__(**kwargs)[source]

Methods

__init__(**kwargs)

fit(dataset)

Fit a Gaussian MCM to a dataset with constraint-based structure learning and least squares parameter estimation.

sample(sample_size)

Sample a dataset from a GaussianMCM, after structure and parameters have been specified or estimated.
fit(dataset: numpy.typing.NDArray) → GaussianMCM[source]

Fit a Gaussian MCM to a dataset with constraint-based structure learning and least squares parameter estimation.

sample(sample_size: int) → numpy.typing.NDArray[source]

Sample a dataset from a GaussianMCM, after structure and parameters have been specified or estimated.