While it is common practice to smooth P (w|T S i ) using Dirichlet (or Bayesian) smoothing (Zhai and Lafferty, 2004), it is less common to smooth the general English language model P (w).
preliminary experiments showed that the arithmetic mean was susceptible to overweighting terms that had a very large burstiness score in a single timespan.