Web: http://arxiv.org/abs/2209.07508

Sept. 16, 2022, 1:13 a.m. | Kaidi Shao, Nikos K. Logothetis, Michel Besserve

stat.ML updates on arXiv.org arxiv.org

Transient phenomena play a key role in coordinating brain activity at
multiple scales, however,their underlying mechanisms remain largely unknown. A
key challenge for neural data science is thus to characterize the network
interactions at play during these events. Using the formalism of Structural
Causal Models and their graphical representation, we investigate the
theoretical and empirical properties of Information Theory based causal
strength measures in the context of recurring spontaneous transient events.
After showing the limitations of Transfer Entropy and Dynamic …

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