CAM: Causal Additive Model (CAM)

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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.

Author
Jonas Peters and Jan Ernest
Date of publication
2015-03-05 22:01:05
Maintainer
Jonas Peters <jonas.peters@tuebingen.mpg.de>
License
FreeBSD
Version
1.0

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Man pages

CAM
Causal Additive Model
CAM-package
Causal Additive Model (package)
computeScoreMat
auxiliary file for CAM: Computes the initial score matrix.
computeScoreMatParallel
auxiliary file for CAM: Computes the initial score matrix.
selGam
auxiliary file for CAM: selection based on gam (mgcv)
selGamBoost
auxiliary file for CAM: selection based on gam boost (mboost)
selLasso
auxiliary file for CAM: selection based on lasso (glmnet)
selLm
auxiliary file for CAM: selection based on lm
selLmBoost
auxiliary file for CAM: selection based on lm (mboost)
updateScoreMat
auxiliary file for CAM: Updates the score matrix after having...

Files in this package

CAM
CAM/NAMESPACE
CAM/R
CAM/R/selLasso.R
CAM/R/computeScoreMat.R
CAM/R/computeScoreMatParallel.R
CAM/R/train_GAMboost.R
CAM/R/train_gp.R
CAM/R/selLm.R
CAM/R/pruning.R
CAM/R/train_gam.R
CAM/R/train_lasso.R
CAM/R/selLmBoost.R
CAM/R/train_linear.R
CAM/R/train_LMboost.R
CAM/R/selGam.R
CAM/R/updateScoreMat.R
CAM/R/CAM-internal.R
CAM/R/CAM.R
CAM/R/selGamBoost.R
CAM/MD5
CAM/DESCRIPTION
CAM/man
CAM/man/selLmBoost.Rd
CAM/man/selLasso.Rd
CAM/man/updateScoreMat.Rd
CAM/man/CAM-package.Rd
CAM/man/CAM.Rd
CAM/man/selGam.Rd
CAM/man/selGamBoost.Rd
CAM/man/computeScoreMatParallel.Rd
CAM/man/computeScoreMat.Rd
CAM/man/selLm.Rd