We focus on a simple weighted bag-of-words neural model for direct comparison to other popular methods, motivated by the fact that many virtual communities form around shared interests in particular topics.
let c p,i denote the number of times person p uses word v i ∈ V , where V is the vocabulary, and w p,i = log(c p,i + 1) be the log-scaled word count.