Topic-Aware Social Influence Propagation Models

@inproceedings{Barbieri2012TopicAwareSI,
  title={Topic-Aware Social Influence Propagation Models},
  author={Nicola Barbieri and F. Bonchi and G. Manco},
  booktitle={ICDM},
  year={2012}
}
We study social influence from a topic modeling perspective. We introduce novel topic-aware influence-driven propagation models that experimentally result to be more accurate in describing real-world cascades than the standard propagation models studied in the literature. In particular, we first propose simple topic-aware extensions of the well-known Independent Cascade and Linear Threshold models. Next, we propose a different approach explicitly modeling authoritativeness, influence and… Expand
Topic-aware social influence propagation models
Topic-constrained influence maximization in social networks
RAIN: Social Role-Aware Information Diffusion
Collaborative topic regression for predicting topic-based social influence
Learning content–social influential features for influence analysis
Topic-based Social Influence Measurement for Social Networks
...
1
2
3
4
5
...

References

SHOWING 1-10 OF 26 REFERENCES
Mining topic-level influence in heterogeneous networks
A Data-Based Approach to Social Influence Maximization
Tractable Models for Information Diffusion in Social Networks
Social influence analysis in large-scale networks
The Joint Inference of Topic Diffusion and Evolution in Social Communities
Learning influence probabilities in social networks
Influence Propagation in Social Networks: A Data Mining Perspective
  • F. Bonchi
  • Computer Science
  • Web Intelligence
  • 2011
Efficient algorithms for influence maximization in social networks
...
1
2
3
...