For our second baseline, we drew inspiration from previous work on event detection in the context of news articles, and focused on each time interval's deviation in term counts from the average.
we ordered the time intervals 1; : : : ; T for each simulated data set according to this measure: We added tf-idf term weights for our third baseline: Finally, we randomly ordered the time intervals for each data set to serve as a straw-man baseline.