Contextual analysis framework for bursty dynamics
Autor: | Jo, Hang-Hyun, Pan, Raj Kumar, Perotti, Juan I., Kaski, Kimmo |
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Rok vydání: | 2013 |
Předmět: | |
Zdroj: | Phys. Rev. E 87, 062131 (2013) |
Druh dokumentu: | Working Paper |
DOI: | 10.1103/PhysRevE.87.062131 |
Popis: | To understand the origin of bursty dynamics in natural and social processes we provide a general analysis framework, in which the temporal process is decomposed into sub-processes and then the bursts in sub-processes, called contextual bursts, are combined to collective bursts in the original process. For the combination of sub-processes, it is required to consider the distribution of different contexts over the original process. Based on minimal assumptions for inter-event time statistics, we present a theoretical analysis for the relationship between contextual and collective inter-event time distributions. Our analysis framework helps to exploit contextual information available in decomposable bursty dynamics. Comment: 5 pages, 3 figures |
Databáze: | arXiv |
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