J. Karvanen

Graph-based causal variance decompositions: When"variance explained"means causation

Recursive application of the law of total variance decomposes the marginal variance of an outcome into components attributed to explanatory variables and a residual component. The resulting decomposition depends on the chosen conditioning order, and its components do not in general have causal interpretations. We devel...