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•EEG microstate sequences of the resting brain exhibit long-range dependency (LRD).•We describe why LRD is important and provide comparisons to other complex systems.•Hidden Markov Models (HMM) do not normally capture LRD.•We propose to test whether the proposed model of Gärtner et al. captures LRD.
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