TF-IDF Word Embedding

$e:t\mapsto ⟨\mathrm{tfidf}\left(t,d_1,D\right),\dots ,\mathrm{tfidf}\left(t,d_{\#(D)},D\right)⟩$

Intuition Words that occur in similar documents are similar.