causalnex.structure.notears

Description

Tools to learn a StructureModel which describes the conditional dependencies between variables in a dataset.

Functions

from_numpy(X[, max_iter, h_tol, …]) Learn the StructureModel, the graph structure describing conditional dependencies between variables in data presented as a numpy array.
from_numpy_lasso(X, beta[, max_iter, h_tol, …]) Learn the StructureModel, the graph structure with lasso regularisation describing conditional dependencies between variables in data presented as a numpy array.
from_pandas(X[, max_iter, h_tol, …]) Learn the StructureModel, the graph structure describing conditional dependencies between variables in data presented as a pandas dataframe.
from_pandas_lasso(X, beta[, max_iter, …]) Learn the StructureModel, the graph structure with lasso regularisation describing conditional dependencies between variables in data presented as a pandas dataframe.