|
|
||||||||
Journal of Neurophysiology, Vol 70, Issue 2 640-654, Copyright © 1993 by APS
ARTICLES |
M. J. Tovee, E. T. Rolls, A. Treves and R. P. Bellis
Department of Experimental Psychology, University of Oxford, United Kingdom.
1. The possibility of temporal encoding in the spike trains of single neurons recorded in the temporal lobe visual cortical areas of rhesus macaques was analyzed with the use of principal component and information theory analyses of smoothed spike trains. The neurons analyzed had responses selective for faces. 2. Provided that a correction was applied to earlier methods of principal component analysis used for neuronal spike trains, it was shown that the first principal component provides by a great extent the most information, with the second and third adding only small proportions (on average 18.8 and 8.4%, respectively). 3. It was shown that the magnitude of the second and higher principal components is even smaller if the spike train analysis is started after the onset of the neuronal response, instead of before the neuronal response has started. This suggests that variations in response latency are at least a part of what is reflected by the second and higher principal components. 4. The first principal component was correlated with the mean firing rate of the neurons. The second and higher principal components reflected at least partly the onset properties of the neuronal responses, such as response latency differences between the stimuli. 5. A considerable proportion of the information available from principal components 1-3 is available in the firing rate of the neuron. 6. Periods of the firing rate of as little as 50 or even 20 ms are sufficient to give a reasonable estimate of the firing rate of the neuron. 7. Information theory analysis showed that in short epochs (e.g., 50 ms) the information available from the firing rate can be as high, on average, as 84.4% of that available from the firing rate calculated over 400 ms, and 52.0% of that available from principal components 1-3 in the 400-ms period. It was also found that 44.0% of the information calculated from the first three principal components is available in the firing rates calculated over epochs as short as 20 ms. 8. More information was available near the start of the neuronal response, and the information available from short epochs became less later in the neuronal response. 9. Taken together, these analyses provide evidence that a short period of firing taken close to the start of the neuronal response provides a reasonable proportion of the total information that would be available if a long period of neuronal firing (e.g., 400 ms) were utilized to extract it, even if temporal encoding were used.(ABSTRACT TRUNCATED AT 400 WORDS)
This article has been cited by other articles:
![]() |
S. P. MacEvoy and R. A. Epstein Position Selectivity in Scene- and Object-Responsive Occipitotemporal Regions J Neurophysiol, October 1, 2007; 98(4): 2089 - 2098. [Abstract] [Full Text] [PDF] |
||||
![]() |
E. Arabzadeh, S. Panzeri, and M. E. Diamond Deciphering the Spike Train of a Sensory Neuron: Counts and Temporal Patterns in the Rat Whisker Pathway J. Neurosci., September 6, 2006; 26(36): 9216 - 9226. [Abstract] [Full Text] [PDF] |
||||
![]() |
G. Pola, R. S. Petersen, A. Thiele, M. P. Young, and S. Panzeri Data-Robust Tight Lower Bounds to the Information Carried by Spike Times of a Neuronal Population Neural Comput., September 1, 2005; 17(9): 1962 - 2005. [Abstract] [Full Text] [PDF] |
||||
![]() |
K. Karmeier, H. G. Krapp, and M. Egelhaaf Population Coding of Self-Motion: Applying Bayesian Analysis to a Population of Visual Interneurons in the Fly J Neurophysiol, September 1, 2005; 94(3): 2182 - 2194. [Abstract] [Full Text] [PDF] |
||||
![]() |
R. Kiani, H. Esteky, and K. Tanaka Differences in Onset Latency of Macaque Inferotemporal Neural Responses to Primate and Non-Primate Faces J Neurophysiol, August 1, 2005; 94(2): 1587 - 1596. [Abstract] [Full Text] [PDF] |
||||
![]() |
B. S. Gutkin, G. B. Ermentrout, and A. D. Reyes Phase-Response Curves Give the Responses of Neurons to Transient Inputs J Neurophysiol, August 1, 2005; 94(2): 1623 - 1635. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. R. Williams Encoding and Decoding of Dendritic Excitation during Active States in Pyramidal Neurons J. Neurosci., June 22, 2005; 25(25): 5894 - 5902. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. Hegde and D. C. Van Essen Temporal Dynamics of Shape Analysis in Macaque Visual Area V2 J Neurophysiol, November 1, 2004; 92(5): 3030 - 3042. [Abstract] [Full Text] [PDF] |
||||
![]() |
E. Arabzadeh, S. Panzeri, and M. E. Diamond Whisker Vibration Information Carried by Rat Barrel Cortex Neurons J. Neurosci., June 30, 2004; 24(26): 6011 - 6020. [Abstract] [Full Text] [PDF] |
||||
![]() |
L. C. Osborne, W. Bialek, and S. G. Lisberger Time Course of Information about Motion Direction in Visual Area MT of Macaque Monkeys J. Neurosci., March 31, 2004; 24(13): 3210 - 3222. [Abstract] [Full Text] [PDF] |
||||
![]() |
T. Lu and X. Wang Information Content of Auditory Cortical Responses to Time-Varying Acoustic Stimuli J Neurophysiol, January 1, 2004; 91(1): 301 - 313. [Abstract] [Full Text] |
||||
![]() |
M. Bar A Cortical Mechanism for Triggering Top-Down Facilitation in Visual Object Recognition J. Cogn. Neurosci., May 1, 2003; 15(4): 600 - 609. [Abstract] [Full Text] [PDF] |
||||
![]() |
Y. Naya, M. Yoshida, and Y. Miyashita Forward Processing of Long-Term Associative Memory in Monkey Inferotemporal Cortex J. Neurosci., April 1, 2003; 23(7): 2861 - 2871. [Abstract] [Full Text] [PDF] |
||||
![]() |
R. Wyss, P. Konig, and P. F. M. J. Verschure Invariant representations of visual patterns in a temporal population code PNAS, January 7, 2003; 100(1): 324 - 329. [Abstract] [Full Text] [PDF] |
||||
![]() |
E. T. Rolls, N. C. Aggelopoulos, and F. Zheng The Receptive Fields of Inferior Temporal Cortex Neurons in Natural Scenes J. Neurosci., January 1, 2003; 23(1): 339 - 348. [Abstract] [Full Text] [PDF] |
||||
![]() |
H. Nakahara and S.-i. Amari Information-Geometric Measure for Neural Spikes Neural Comput., October 1, 2002; 14(10): 2269 - 2316. [Abstract] [Full Text] |
||||
![]() |
I. Samengo Information Loss in an Optimal Maximum Likelihood Decoding Neural Comput., April 1, 2002; 14(4): 771 - 779. [Abstract] [Full Text] [PDF] |
||||
![]() |
W. E. Vinje and J. L. Gallant Natural Stimulation of the Nonclassical Receptive Field Increases Information Transmission Efficiency in V1 J. Neurosci., April 1, 2002; 22(7): 2904 - 2915. [Abstract] [Full Text] [PDF] |
||||
![]() |
R. Adolphs Recognizing emotion from facial expressions: psychological and neurological mechanisms. Behav Cogn Neurosci Rev, March 1, 2002; 1(1): 21 - 62. [Abstract] [PDF] |
||||
![]() |
G. Fuhrmann, I. Segev, H. Markram, and M. Tsodyks Coding of Temporal Information by Activity-Dependent Synapses J Neurophysiol, January 1, 2002; 87(1): 140 - 148. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. D. Wilke and C. W. Eurich Representational Accuracy of Stochastic Neural Populations Neural Comput., January 1, 2002; 14(1): 155 - 189. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. C. Wiener, M. W. Oram, Z. Liu, and B. J. Richmond Consistency of Encoding in Monkey Visual Cortex J. Neurosci., October 15, 2001; 21(20): 8210 - 8221. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. R. Muller, A. B. Metha, J. Krauskopf, and P. Lennie Information Conveyed by Onset Transients in Responses of Striate Cortical Neurons J. Neurosci., September 1, 2001; 21(17): 6978 - 6990. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. Panzeri and S. R. Schultz A Unified Approach to the Study of Temporal, Correlational, and Rate Coding Neural Comput., June 1, 2001; 13(6): 1311 - 1349. [Abstract] [Full Text] [PDF] |
||||
![]() |
J.-M. Hupe, A. C. James, P. Girard, and J. Bullier Response Modulations by Static Texture Surround in Area V1 of the Macaque Monkey Do Not Depend on Feedback Connections From V2 J Neurophysiol, January 1, 2001; 85(1): 146 - 163. [Abstract] [Full Text] [PDF] |
||||
![]() |
R. F. Rogers, J. D. Runyan, A. G. Vaidyanathan, and J. S. Schwaber Information Theoretic Analysis of Pulmonary Stretch Receptor Spike Trains J Neurophysiol, January 1, 2001; 85(1): 448 - 461. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. R. Williams and G. J. Stuart Backpropagation of Physiological Spike Trains in Neocortical Pyramidal Neurons: Implications for Temporal Coding in Dendrites J. Neurosci., November 15, 2000; 20(22): 8238 - 8246. [Abstract] [Full Text] [PDF] |
||||
![]() |
E. Salinas, A. Hernandez, A. Zainos, and R. Romo Periodicity and Firing Rate As Candidate Neural Codes for the Frequency of Vibrotactile Stimuli J. Neurosci., July 15, 2000; 20(14): 5503 - 5515. [Abstract] [Full Text] [PDF] |
||||
![]() |
D. J. Pinto, J. C. Brumberg, and D. J. Simons Circuit Dynamics and Coding Strategies in Rodent Somatosensory Cortex J Neurophysiol, March 1, 2000; 83(3): 1158 - 1166. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. C. Wiener and B. J. Richmond Using Response Models to Estimate Channel Capacity for Neuronal Classification of Stationary Visual Stimuli Using Temporal Coding J Neurophysiol, December 1, 1999; 82(6): 2861 - 2875. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. E. Raiguel, D.-K. Xiao, V. L. Marcar, and G. A. Orban Response Latency of Macaque Area MT/V5 Neurons and Its Relationship to Stimulus Parameters J Neurophysiol, October 1, 1999; 82(4): 1944 - 1956. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. Panzeri, A. Treves, S. Schultz, and E. T. Rolls On Decoding the Responses of a Population of Neurons from Short Time Windows Neural Comput., October 1, 1999; 11(7): 1553 - 1577. [Abstract] [Full Text] |
||||
![]() |
M. A. Kisley and G. L. Gerstein The Continuum of Operating Modes for a Passive Model Neuron Neural Comput., July 1, 1999; 11(5): 1139 - 1154. [Abstract] [Full Text] |
||||
![]() |
M. W. Oram, M. C. Wiener, R. Lestienne, and B. J. Richmond Stochastic Nature of Precisely Timed Spike Patterns in Visual System Neuronal Responses J Neurophysiol, June 1, 1999; 81(6): 3021 - 3033. [Abstract] [Full Text] [PDF] |
||||
![]() |
E. T. Rolls, M. J. Tovée, and S. Panzeri The Neurophysiology of Backward Visual Masking: Information Analysis J. Cogn. Neurosci., May 1, 1999; 11(3): 300 - 311. [Abstract] [Full Text] |
||||
![]() |
P. Georges-Francois, E. T. Rolls, and R. G. Robertson Spatial View Cells in the Primate Hippocampus: Allocentric View not Head Direction or Eye Position or Place Cereb Cortex, April 1, 1999; 9(3): 197 - 212. [Abstract] [Full Text] [PDF] |
||||
![]() |
E. T. Rolls, A. Treves, R. G. Robertson, P. Georges-Francois, and S. Panzeri Information About Spatial View in an Ensemble of Primate Hippocampal Cells J Neurophysiol, April 1, 1998; 79(4): 1797 - 1813. [Abstract] [Full Text] [PDF] |
||||
![]() |
A. Zador Impact of Synaptic Unreliability on the Information Transmitted by Spiking Neurons J Neurophysiol, March 1, 1998; 79(3): 1219 - 1229. [Abstract] [Full Text] [PDF] |
||||
![]() |
Z. Mainen and T. Sejnowski Reliability of spike timing in neocortical neurons Science, June 9, 1995; 268(5216): 1503 - 1506. [Abstract] [PDF] |
||||
| HOME | HELP | FEEDBACK | SUBSCRIPTIONS | ARCHIVE | SEARCH | TABLE OF CONTENTS |
| Visit Other APS Journals Online |