We can use the mean of the fitted variational distribution to explore the data.
we can explore "business-as-usual" content using the posterior expected values of the general topicsˇ1; : : : ;ˇK and the entity topics Á 1 ; : : : ; Á A , and we can detect and characterize events using the posterior expected values of the event strengths and the event topics.