1. A method for analyzing time series data to identify an event of interest, said method comprising: receiving, at a computing device, time series data that includes the event of interest; identifying, using the computing device, a start time of the event of interest and an end time of the event of interest by modeling at least one transitional pattern in the time series data; and categorizing, using the computing device, the event of interest based on the at least one transitional pattern.