Temporal Network Theory

Chapter 1. A map of approaches to temporal networks.- Chapter 2. Fundamental structures in temporal communication networks.- Chapter 3. Weighted, bipartite, or directed stream graphs for the modeling of temporal networks.- Chapter 4. Modelling temporal networks with Markov chains, community structures and change points.- Chapter 5. Visualisation of structure and processes on temporal networks.- Chapter 6. Weighted temporal event graphs and temporal-network connectivity.- Chapter 7. Exploring concurrency and reachability in the presence of high temporal resolution.- Chapter 8. Metrics for temporal text networks.- Chapter 9. Bursty time series analysis for temporal networks.- Chapter 10. Challenges in community discovery on temporal networks.- Chapter 11. Information diffusion backbone: From the union of shortest paths to the union of fastest path trees.- Chapter 12. Continuous-time random walks and temporal networks.- Chapter 13. Spreading of infection on temporal networks: An edge-centered perspective.- Chapter 14. The effect of concurrency on epidemic threshold in time-varying networks.- Chapter 15. Dynamics and control of stochastically switching networks: beyond fast switching.- Chapter 16. The effects of local and global link creation mechanisms on contagion processes unfolding on time-varying networks.- Chapter 17. Supracentrality analysis of temporal networks with directed interlayer coupling.- Chapter 18. Approximation methods for influence maximization in temporal networks.- Chapter 19. Temporal link prediction methods based on behavioral synchrony.- Chapter 20. A systematic derivation and illustration of temporal pair-based models.- Chapter 21. Modularity-based selection of the number of slices in temporal network clustering.