Apollonian and pseudo-fractal hyperbolic simplicial complexes
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Network Geometry with Flavor GROWTH
7
Hausdorff and spectral dimension
8
Spectral dimension of Apollonian networks and effect of randomness
9
Higher-order spectral dimension
10
Spectral dimension of the up-higher-order Laplacian
11
Higher-order Diffusion
12
Topological Dirac operator on a network
13
Sketch of the derivation
14
Topological Dirac equation on simplicial complexes
15
Directional Dirac operator on lattices
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3-dimensional lattice
17
Directional Dirac operators on
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Synchronization is a fundamental dynamical process
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Synchronization transition
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Order parameters using the n-dimensional phases
21
Synchronization of uncoupled topological signals • The uncoupled dynamics of nodes and links of a network
22
Phase diagram of topological synchronisation
23
Rhythmic phase
24
Conclusions
25
References and collaborators
Description:
Explore the fascinating world of topological signals in this comprehensive lecture by Ginestra Bianconi. Delve into the spectral properties of higher-order Laplacians and their impact on higher-order diffusion and synchronization dynamics. Discover the topological Dirac operator and its applications in processing topological signals of different dimensions simultaneously. Examine the operator's spectral properties on networks, simplicial complexes, and multiplex networks, and understand its relationship to higher-order Laplacians. Learn how the Dirac operator enables topological synchronization of locally coupled signals on network nodes and links. Gain insights into simplicial complex data, boundary properties, and various network geometries. Investigate concepts such as Hausdorff and spectral dimensions, higher-order diffusion, and synchronization transitions. Explore the phase diagram of topological synchronization and the rhythmic phase in this in-depth exploration of topological signal dynamics.
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The Topological Dirac Operator and the Dynamics of Topological Signals