Causal Additive Model (CAM)

The code takes an n x p data matrix and fits a Causal Additive Model (CAM) for estimating the causal structure of the underlying process. The output is a p x p adjacency matrix (a one in entry (i,j) indicates an edge from i to j). Details of the algorithm can be found in: P. Bühlmann, J. Peters, J. Ernest: "CAM: Causal Additive Models, high-dimensional order search and penalized regression", Annals of Statistics 42:2526-2556, 2014.


Reference manual

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install.packages("CAM")

1.0 by Jonas Peters, 12 years ago


Browse source code at https://github.com/cran/CAM


Authors: Jonas Peters and Jan Ernest


Documentation:   PDF Manual  


FreeBSD license


Depends on glmnet, mboost, Matrix, parallel, mgcv


See at CRAN