<< Future work may produce methods which estimate cyclic models, and then we do not need the assumption of acyclicity in our combined model either. We could just use such a new method in Step 3 of the method instead of LiNGAM, and nothing else would be changed. Recent work in that direction is in (Lacerda et al., 2008);>>
<< One problem with this experiment is that the causal model estimated by LiNGAM is far from acyclic. Here, we can justify the procedure by using the theory of cyclic model estimation proposed by (Lacerda et al., 2008); the estimation here gives the only “stable” model according to that theory. >>