Performance of the pairwise model inferred with pseudolikelihood for populations from (A) the visual, (B) auditory, (C) motor, and (D) somatosensory cortices.

For each N, 100 populations were randomly chosen from 539 neurons in the visual cortices, 376 neurons in the auditory cortex, 1115 neurons in the motor cortex, and 287 neurons in the somatosensory cortex. A bin size of δt = 0.02 was used for the visual...

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Bibliographic Details
Main Author:	Valdemar Kargård Olsen (18496122) (author)
Other Authors:	Jonathan R. Whitlock (7295645) (author), Yasser Roudi (105094) (author)
Published:	2024
Subjects:	Neuroscience Ecology Biological Sciences not elsewhere classified whether approximate methods still significantly worse many metastable states pairwise models may pairwise maximum entropy mean firing rate model gets closer div >< p different performance measures small population sizes bin size used population size pairwise couplings small populations mean increases chosen population well explained standard deviation spiking activity somatosensory cortices predicting third order correlations neurons recorded n </ multiple neurons larger populations large populations inferred couplings cortical area complex phase boltzmann learning
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Performance of the pairwise model inferred with pseudolikelihood for populations from (A) the visual, (B) auditory, (C) motor, and (D) somatosensory cortices.

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