Authors
M Zubair Shafiq, Lusheng Ji, Alex X Liu, Jeffrey Pang, Jia Wang
Publication date
2012/3/25
Conference
2012 Proceedings IEEE INFOCOM
Pages
1341-1349
Publisher
IEEE
Description
Recent studies on cellular network measurement have provided the evidence that significant geospatial correlations, in terms of traffic volume and application access, exist in cellular network usage. Such geospatial correlation patterns provide local optimization opportunities to cellular network operators for handling the explosive growth in the traffic volume observed in recent years. To the best of our knowledge, in this paper, we provide the first fine-grained characterization of the geospatial dynamics of application usage in a 3G cellular data network. Our analysis is based on two simultaneously collected traces from the radio access network (containing location records) and the core network (containing traffic records) of a tier-1 cellular network in the United States. To better understand the application usage in our data, we first cluster cell locations based on their application distributions and then study the …
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