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This burst detection algorithm is implemented based on the Jon Kleinberg's, Bursty and Heirarchical Hierarchical Structure in StreamStreams. A burst is a period of increased activity, determined by minimizing a cost function that assumes a set of possible states (not bursting and various degrees of burstiness) with increasing event frequencies, where it is expensive (costly) to go up a level and cheap (zero-cost) to decrease a level. It is useful for text stream analysis (such as emails, corpus, publication) where you want to know the activity of the stream in a period of time.

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