Introducing our Hybrid lda2vec Algorithm

Similar to word2vec's skipgram negative-sampling (SGNS) algorithm, we'll start by trying to discriminate pairs of (context j, word i) that appear in the corpus from those randomly sampled from a'negative' pool of words and contexts.