Meaningful selection of temporal resolution for dynamic networks

作者: Rajmonda Sulo , Tanya Berger-Wolf , Robert Grossman

DOI: 10.1145/1830252.1830269

关键词:

摘要: The understanding of dynamics data streams is greatly affected by the choice temporal resolution at which are discretized, aggregated, and analyzed. Our paper focuses explicitly on represented as dynamic networks. We propose a framework for identifying meaningful levels that best reveal critical changes in network structure, balancing reduction noise with loss information. demonstrate applicability our approach analyzing various statistics both synthetic real networks using those to detect important events structure.

参考文章(19)
Sotiris Kotsiantis, Dimitris Kanellopoulos, Discretization Techniques: A recent survey ,(2006)
Allan Timmermann, Hashem Pesaran, Model Instability and Choice of Observation Window Research Papers in Economics. ,(1999)
Fan R K Chung, Spectral Graph Theory ,(1996)
A. Feldmann, A. C. Gilbert, W. Willinger, T. G. Kurtz, The changing nature of network traffic: scaling phenomena acm special interest group on data communication. ,vol. 28, pp. 5- 29 ,(1998) , 10.1145/279345.279346
David Kempe, Jon Kleinberg, Amit Kumar, Connectivity and inference problems for temporal networks symposium on the theory of computing. ,vol. 64, pp. 504- 513 ,(2000) , 10.1145/335305.335364
W. Timothy Strayer, Tushar Saxena, Alden W. Jackson, Craig Partridge, Rajesh Krishnan, David Cousins, Using signal processing to analyze wireless data traffic acm/ieee international conference on mobile computing and networking. ,(2002)
Jure Leskovec, Lada A. Adamic, Bernardo A. Huberman, The dynamics of viral marketing Proceedings of the 7th ACM conference on Electronic commerce - EC '06. pp. 228- 237 ,(2006) , 10.1145/1134707.1134732
Nathan Norfleet Eagle, Machine perception and learning of complex social systems Massachusetts Institute of Technology. ,(2005)
Jure Leskovec, Jon Kleinberg, Christos Faloutsos, Graphs over time: densification laws, shrinking diameters and possible explanations knowledge discovery and data mining. pp. 177- 187 ,(2005) , 10.1145/1081870.1081893
Chayant Tantipathananandh, Tanya Berger-Wolf, David Kempe, A framework for community identification in dynamic social networks Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '07. pp. 717- 726 ,(2007) , 10.1145/1281192.1281269