Each path type π is a feature in our model, and if two path types differ only in one edge type, and the differing edge types have very similar vectors, the resultant feature values will be essentially identical for both path types.
even though they are very large, they are still very incomplete, missing large fractions of possible relationships between common entities (West et al., 2014).