Corpus ID: 17853799

Finding the Graph of Epidemic Cascades

@article{Netrapalli2012FindingTG,
  title={Finding the Graph of Epidemic Cascades},
  author={Praneeth Netrapalli and S. Sanghavi},
  journal={ArXiv},
  year={2012},
  volume={abs/1202.1779}
}
  • Praneeth Netrapalli, S. Sanghavi
  • Published 2012
  • Computer Science, Mathematics, Physics
  • ArXiv
  • We consider the problem of finding the graph on which an epidemic cascade spreads, given only the times when each node gets infected. While this is a problem of importance in several contexts -- offline and online social networks, e-commerce, epidemiology, vulnerabilities in infrastructure networks -- there has been very little work, analytical or empirical, on finding the graph. Clearly, it is impossible to do so from just one cascade; our interest is in learning the graph from a small number… CONTINUE READING
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    References

    Publications referenced by this paper.
    SHOWING 1-10 OF 24 REFERENCES
    Inferring networks of diffusion and influence
    • 976
    • PDF
    On the Convexity of Latent Social Network Inference
    • 247
    • PDF
    Information Contagion: An Empirical Study of the Spread of News on Digg and Twitter Social Networks
    • 743
    • PDF
    Directed-graph epidemiological models of computer viruses
    • 791
    • PDF
    Greedy learning of Markov network structure
    • 49
    • PDF
    Information diffusion through blogspace
    • 1,256
    • PDF
    Learning Factor Graphs in Polynomial Time and Sample Complexity
    • 147
    • PDF
    Talk of the Network: A Complex Systems Look at the Underlying Process of Word-of-Mouth
    • 1,732
    • PDF