45: Reservoir TE without significance testing & Mackey – Glass task v2

Initial network setup

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All 4 instances share the same initial W and Win matrices

Estimators setup

Transfer entropy

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Active information storage

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TE matrix

 

 

Measures

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TE matrix

in 42 for Mackey – Glass scaled 0.9 setup there are two nodes. So I tried the second most frequent one.

Estimators setup

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Significance test for differences in mean square error (MSE) using Wilcoxon signed-rank test

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Differences in mean square error (MSE) of Scaled 0.5 – Scaled 0.9 – OG – ON  using Friedman test gives p-value=0.3172

Reservoir TE distribution

AIS

41: Reservoir TE without significance testing & NARMA prediction task

Initial network setup

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All 4 instances share the same initial W and Win matrices

Estimators setup

Transfer entropy

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Active information storage

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TE matrix

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Significance test for differences in mean square error (MSE) using Wilcoxon signed-rank test

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Reservoir TE distribution

 

AIS

 

Source files:

NARMATEsigNumba.py
NARMATEnormalizedSigNumba.py
NARMATEOGSigNumba_n.py
NARMATEONSigNumba_n.py