The encoding of information by populations of neurons in the macaque inferior temporal cortex was analyzed using quantitative information-theoretic approaches. It was shown that almost all the information about which of 20 stimuli had been shown in a visual fixation task was present in the number of spikes emitted by each neuron, with stimulus-dependent cross-correlation effects adding for most sets of simultaneously recorded neurons almost no additional information. It was also found that the redundancy between the simultaneously recorded neurons was low, approximately 4% to 10%. Consistent with this, a decoding procedure applied to a population of neurons showed that the information increases approximately linearly with the number of cells in the population.

Information encoding in the inferior temporal visual cortex: contributions of the firing rates and the correlations between the firing of neurons / Rolls, E. T.; Aggelopoulos, N. C.; Franco, L.; Treves, A.. - In: BIOLOGICAL CYBERNETICS. - ISSN 0340-1200. - 90:1(2004), pp. 19-32. [10.1007/s00422-003-0451-5]

Information encoding in the inferior temporal visual cortex: contributions of the firing rates and the correlations between the firing of neurons

Treves, A.
2004-01-01

Abstract

The encoding of information by populations of neurons in the macaque inferior temporal cortex was analyzed using quantitative information-theoretic approaches. It was shown that almost all the information about which of 20 stimuli had been shown in a visual fixation task was present in the number of spikes emitted by each neuron, with stimulus-dependent cross-correlation effects adding for most sets of simultaneously recorded neurons almost no additional information. It was also found that the redundancy between the simultaneously recorded neurons was low, approximately 4% to 10%. Consistent with this, a decoding procedure applied to a population of neurons showed that the information increases approximately linearly with the number of cells in the population.
2004
90
1
19
32
https://doi.org/10.1007/s00422-003-0451-5
Rolls, E. T.; Aggelopoulos, N. C.; Franco, L.; Treves, A.
File in questo prodotto:
Non ci sono file associati a questo prodotto.

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.11767/11916
Citazioni
  • ???jsp.display-item.citation.pmc??? 7
  • Scopus 54
  • ???jsp.display-item.citation.isi??? 39
social impact