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Fractional dynamics on networks:! 
anomalous diffusion! 
and! 
Levy flights 
To present at the fractional club meeting! 
on 10/27/2014 by Summer Zheng 
Presenting the paper 'Fractional dynamics on networks: Emergence of anomalous diffusion and Levy flights' by A.P. Riascos and Jose L. Mateos.
Table of content 
dynamics 
Formalism networks 
of on 2. diffusion process! 
+! 
normal random walks 
fractional diffusion! 
+! 
long-range dynamics 
1. General for networks 
terminologies ! 
Example on a 1: tree 
network! 
Example on a 2: ring 
network! 
Fractional return! 
probability
Description of networks
diffusion process and normal random walks 
Stochastic approach 
Deterministic approach 
structure! 
of network 
Adjacency ! 
matrix A 
Laplacian ! 
matrix L 
Transitian ! 
matrix W
how to make the dynamics fractional? 
non-fractional fractional 
Stochastic approach 
Deterministic approach
Example 1: network on a tree 
structure! 
of network 
Adjacency ! 
matrix A 
Laplacian ! 
matrix L 
Transitian ! 
matrix W 
Fractional! 
Laplacian 
Observation: long-range dynamics/ global dynamics in networks
Example 2: network on a ring (periodic) 
geodesic distance 
the Levy! 
measure of! 
a stable ! 
process !
Average fractional return probability 
versus topology of the network 
Definition 
asymptotic power law 
a ring 
a tree 
a scale-free network! 
of the Brabasi-Albert type 
the return probability ! 
depends on the shapes ! 
of the network!
Global time also depends on shapes of networks 
efficiency to explore the network 
Questions:! 
1. is the emergence of Levy 
flight shape-dependent?! 
2. 'tempered' fractional 
dynamics on networks?! 
3. how to introduce 'spectral 
methods' onto networks?! 
4. how do probability quantities 
depend on the structure of 
networks?

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fractional dynamics on networks

  • 1. Fractional dynamics on networks:! anomalous diffusion! and! Levy flights To present at the fractional club meeting! on 10/27/2014 by Summer Zheng Presenting the paper 'Fractional dynamics on networks: Emergence of anomalous diffusion and Levy flights' by A.P. Riascos and Jose L. Mateos.
  • 2. Table of content dynamics Formalism networks of on 2. diffusion process! +! normal random walks fractional diffusion! +! long-range dynamics 1. General for networks terminologies ! Example on a 1: tree network! Example on a 2: ring network! Fractional return! probability
  • 4. diffusion process and normal random walks Stochastic approach Deterministic approach structure! of network Adjacency ! matrix A Laplacian ! matrix L Transitian ! matrix W
  • 5. how to make the dynamics fractional? non-fractional fractional Stochastic approach Deterministic approach
  • 6. Example 1: network on a tree structure! of network Adjacency ! matrix A Laplacian ! matrix L Transitian ! matrix W Fractional! Laplacian Observation: long-range dynamics/ global dynamics in networks
  • 7. Example 2: network on a ring (periodic) geodesic distance the Levy! measure of! a stable ! process !
  • 8. Average fractional return probability versus topology of the network Definition asymptotic power law a ring a tree a scale-free network! of the Brabasi-Albert type the return probability ! depends on the shapes ! of the network!
  • 9. Global time also depends on shapes of networks efficiency to explore the network Questions:! 1. is the emergence of Levy flight shape-dependent?! 2. 'tempered' fractional dynamics on networks?! 3. how to introduce 'spectral methods' onto networks?! 4. how do probability quantities depend on the structure of networks?