The method subtracts a constant value δ, called a discounting coefficient, from all the observed term frequencies and estimates the probability of t i as: Note that the discounting effect is stronger for low-frequency terms.
we sometimes use f req(  The view of the co-occurrence matrix can be further extended by assigning probabilities to each cell.