The package allows to compute the structural intervention distance (SID) between two graphs. This (pre-)metric evaluates graphs from a causal inference point of view. The package also contains a function for computing the Hamming distance and to generate random DAGs.
Jonas Peters <jonas.peters@tuebingen.mpg.de>
| Package: | SID |
| Type: | Package |
| Version: | 1.0 |
| Date: | 2015-03-07 |
| License: | FreeBSD |
Computing the Structural Intervention Distance. The algorithm can be called with structIntervDist.
J. Peters, P. B\"uhlmann: Structural intervention distance (SID) for evaluating causal graphs, Neural Computation 27, pages 771-799, 2015
randomDAG
structIntervDist
hammingDist