Process mining has been around for more than a decade now, and in that period several discovery and replay algorithms have been introduced that work fairly well on averagesized event logs. Nevertheless, these algorithms have problems dealing with big event logs. If the algorithms do not run out of memory, they will run out of time, because the problem handed to them is just too complex to be so...