Bag of words and word2vec clarifications
BoW is a text representation like word2vec or doc 2vec. If you already have the word2vec vectors then you can take the mean for each document and calculate the similarity but it's not the direct approach. The direct approach is to calculate doc2vec which models the documents directly and with more detailed precision than word2vec.