DocumentCode
56096
Title
The Temporal Characteristic of Human Mobility: Modeling and Analysis of Social Worm Propagation
Author
Tianbo Wang ; Chunhe Xia ; Qiong Jia
Author_Institution
Beijing Key Lab. of Network Technol., Beihang Univ., Beijing, China
Volume
19
Issue
7
fYear
2015
fDate
Jul-15
Firstpage
1169
Lastpage
1172
Abstract
A common view of modeling social worm propagation is topology construction for social networking layer and human behavior modeling for message checking activity. However, due to the existence of human mobility behavior, traditional analytical models have not been suitable for the propagation dynamics of social worms nowadays, which results in underestimating the scale of infected network and lacking a comprehensive and accurate abstraction for human behaviors. This letter proposes a novel model to understand the propagation dynamics of social worms in hierarchical networks based on the temporal characteristic of human mobility. We characterize the infection scale and the spread speed for social worms adopting discrete model and difference-equation method. Our simulations and analysis show our model to approximate the complicated propagation behaviors of social worms more accurately, and we give two quantitative conclusions on the range of final infection scale and the fastest spread speed. In addition, the results indicate the rationality and validity of our conclusions.
Keywords
difference equations; invasive software; difference-equation method; discrete model; human behavior modeling; human mobility; message checking activity; social networking layer; social worm propagation; temporal characteristic; Analytical models; Computers; Grippers; Mathematical model; Network topology; Social network services; Topology; Network security; human mobility; propagation; social worm;
fLanguage
English
Journal_Title
Communications Letters, IEEE
Publisher
ieee
ISSN
1089-7798
Type
jour
DOI
10.1109/LCOMM.2015.2430972
Filename
7103288
Link To Document