We use the initial connectivity matrix as a basis for finding
links between pairs of messages. In the first stage, only
cosine similarity between the TF-IDF weights is used for
comparison. In latter stages, we augment the term vector
and, in the case of considering distance between posts,
we penalize the TF-IDF appropriately. This stages are described
in detail in this section.