Corpus ID: 7887657

Consistent Estimation of Dynamic and Multi-layer Networks

@article{Han2014ConsistentEO,
  title={Consistent Estimation of Dynamic and Multi-layer Networks},
  author={Qiuyi Han and K. Xu and E. Airoldi},
  journal={ArXiv},
  year={2014},
  volume={abs/1410.8597}
}
Dynamic networks where edges appear and disappear over time and multi-layer networks that deal with multiple types of connections arise in many applications. In this paper, we consider the multi-graph stochastic block model proposed by Holland et al. (1983), which serves as a foundation for both dynamic and multi-layer networks. We extend inference techniques in the analysis of single networks, namely maximum-likelihood estimation, spectral clustering, and variational approximation, to the… Expand
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References

SHOWING 1-10 OF 44 REFERENCES
Spectral clustering and the high-dimensional stochastic blockmodel
Nonparametric Multi-group Membership Model for Dynamic Networks
Multi-Layer Graph Analysis for Dynamic Social Networks
Community Structure in Time-Dependent, Multiscale, and Multiplex Networks
A mixture model for random graphs
Pseudo-likelihood methods for community detection in large sparse networks
Multi-layer graph analytics for social networks
  • Brandon Oselio, A. Kulesza, A. Hero
  • Computer Science
  • 2013 5th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP)
  • 2013
Detecting communities and their evolutions in dynamic social networks—a Bayesian approach
Stochastic blockmodel approximation of a graphon: Theory and consistent estimation
Evolving Cluster Mixed-Membership Blockmodel for Time-Evolving Networks
...
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2
3
4
5
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