Since we have two smoothed language distributions, i.e., D s (i|d) and D p (i|d), with uniform representation, we can combine both smoothing  w) is to measure the semantic association between w and the word w i from position i, and ψ(i, j) is the distance discount factor.
the language model of this virtual document can be estimated as: where V is the vocabulary set. )