In the paper "Discovery of frequent episodes in event sequences" by Mannila et al., a method for finding frequent episodes in an event sequence if a class of episodes and a sequence of events is given.
It is not clear to me how to find episodes in the first place. I would like to know if there are any tools, algorithms, or published work that can be used to this end, or which describes a method to find episodes in a given stream.