Simulated Series – PoCoTe

Pillar 1: Well-known systems

1. Linear stochastic system

Info text: SchelterB ,Winterhalder M , Eichler M , Peifer M , Hellwig B , Guschlbauer B . Testing for directed influences among neural signals using partial directed coherence. J Neurosci Methods 2006;152(1–2):210–19.

Connectivity network

2. Nonlinear stochastic system

Info text: Montalto A ,Faes L , Marinazzo D . MuTE: a MATLAB toolbox to compare established and novel estimators of the multivariate transfer entropy. PloS one 2014;9(10):e109462.

Connectivity network

3. Chaotic system

Coupled Henon maps in 𝐾=5 and 𝐾=15 variables, with increasing coupling strength c = 0, 0.1, 0.2, 0.3, 0.4, 0.5

Info text: PolitiA ,Torcini A . Periodic orbits in coupled Hénon maps: Lyapunov and multifractal analysis. Chaos 1992;2(3):293–300.

Connectivity network

Pillar 2: Systems of known network types

1. Random networks

Connectivity network

VAR(1) in 15 variables

2. VAR(5) in 15 variables

3. Coupled Henon maps, 15 variables

2. Small-world networks

Connectivity network

VAR(1) in 15 variables

VAR(5) in 15 variables

Coupled Henon maps, 15 variables

3. Scale-free networks

Connectivity network

VAR(1) in 15 variables

VAR(5) in 15 variables

Coupled Henon maps, 15 variables

Pillar 3: Scale-free networks of Pillar 2 augmented with random variables

1. Scale free networks augmented with random and uncorrelated variables

Connectivity network

VAR(1) in 20 variables

VAR(5) in 20 variables

Coupled Henon maps, 20 variables

2. Scale free networks augmented with 5 random and highly correlated variables

Connectivity network

VAR(1) in 20 variables

VAR(5) in 20 variables

Coupled Henon maps, 20 variables