Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
article

Cell responsiveness in macaque superior temporal polysensory area measured by temporal discriminants

Published: 01 September 2003 Publication History

Abstract

The firing-rate data from 341 cells from two macaques' superion temporal polysensory area (STPa) were subjected to three different analyses to determine the temporal firing-rate patterns in response to visual optic flow patterns. The data were collected while the monkey viewed four types of optic flow and responded to the change in the display. The mean firing rate (MFR) analysis considered the mean change in firing rate for 500 ms after stimulus onset; the discriminant (DIS) analysis and the principal components (PCA+DIS) analysis considered the change in time-binned firing rate over 1000 ms after stimulus presentation, using bin sizes of 30 to 500 ms. The DIS analysis used a step-down discriminant analysis to find temporal windows in which the cell's firing rate could discriminate among the stimuli; the PCA+DIS analysis extracted the principal components of the cell's firing rates without regard for the stimulus type and then applied a step-down discriminant analysis to the PCA scores to determine whether any of the principal components could discriminate among the stimuli. The two temporal analyses found cells sensitive to the optic flows that the MFR analysis missed. A small proportion of cells showed multiple selectivities under the temporal analyses. Thus, the temporal analyses give a more complete representation of the information encoded by the firing properties of STPa neurons. Finally, this approach incorporates temporal approaches with classical statistical techniques in order to select tuned neurons from a population in an unbiased manner.

References

[1]
Abeles, M. (1982). Role of the cortical neuron: Integrator or coincidence detector? Israel Journal of Medical Sciences, 18(1), 83-92.
[2]
Abeles, M., & Gerstein, G. L. (1988). Detecting spatiotemporal firing patterns among simultaneously recorded single neurons. Journal of Neurophysiclogy, 60(3), 909-924.
[3]
Anderson, K. C., & Siegel, R. M. (1999). Optic flow selectivity in the anterior superior temporal polysensory area STPa, of the behaving monkey. Journal of Neuroscience, 19(7), 2681-2692.
[4]
Duffy, C. J., & Wurtz, R. H. (1995). Response of monkey MST neurons to optic flow stimuli with shifted centers of motion. Journal of Neuroscience, 15(7 Pt. 2), 5192-5208.
[5]
Heller, J., Hertz, J. A., Kjaer, T. W., & Richmond, B. J. (1995). Information flow and temporal coding in primate pattern vision. J. Comput. Neurosci., 2(3), 175-193.
[6]
Hubel, D. H., & Wiesel, T. N. (1966). Effects of varying stimulus size and color on single lateral geniculate cells in rhesus monkeys. Proceedings of the National Academy of Sciences of the United States of America, 55(6), 1345-1346.
[7]
Maunsell, J. H., Van Essen, D. C. (1987). Topographic organization of the middle temporal visual area in the macaque monkey: Representational biases and the relationship to callosal connections and myeloarchitectonic boundaries. Journal of Comparative Neurology, 266(4), 535-555.
[8]
Optican, L. M., & Richmond, B. J. (1987). Temporal encoding of two-dimensional patterns by single units in primate inferior temporal cortex. III. Information theoretic analysis. Journal of Neurophysiology, 57(1), 162-178.
[9]
Richmond, B. J., & Optican, L. M. (1987). Temporal encoding of two-dimensional patterns by single units in primate interior temporal cortex. II. Quantification of response waveform. Journal of Neurophysiology, 57(1), 147-161.
[10]
Richmond, B. J., Optican, L. M., Podell, M., & Spitzer, H. (1987). Temporal encoding of two-dimensional patterns by single units in primate inferior temporal cortex. I. Response characteristics. Journal of Neurophysiology, 57(1), 132-146.
[11]
Sanderson, A. C., & Kobler, B. (1976). Sequential interval histogram analysis of non-stationary neuronal spike trains. Biological Cybernetics, 22(2), 61-71.
[12]
Shadlen, M. N., & Newsome, W. T. (1998). The variable discharge of cortical neurons: Implications for connectivity, computation, and information coding. Journal of Neuroscience, 18(10), 3870-3896.
[13]
Siegel, R. M. (1990). Nonlinear dynamical system theory and primary visual cortical processing. Physica D, 42, 385-395.
[14]
Siegel, R. M., & Andersen, R. A. (1988). Perception of three-dimensional structure from motion in monkey and man. Nature, 331(6153), 259-261.
[15]
Siegel, M., & Andersen, R. A. (1990). The perception of structure from visual motion in monkey and man. J. Cognitive Neurosci., 2, 306-319.
[16]
Siegel, R. M., & Read, H. L. (1997). Analysis of optic flow in the monkey parietal area 7a. Cerebral Cortex, 7(4), 327-346.
[17]
Sugase, Y., Shigeru, Y., Ueno, S., & Kawano, K. (1999). Global and fine information coded by single neurons in the temporal cortex. Nature, 400(6747), 869-873.
[18]
Victor, J. D., & Purpura, K. P. (1996). Nature and precision of temporal coding in visual cortex: A metric-space analysis. Journal of Neurophysiology, 76(2), 1310-1326.
[19]
Victor, J. D., & Purpura, K. P. (1997). Sensory coding in cortical neurons. Recent results and speculations. Annals of the New York Academy of Sciences, 835, 330-352.

Cited By

View all
  • (2020)Machine Learning in Mental HealthACM Transactions on Computer-Human Interaction10.1145/339806927:5(1-53)Online publication date: 17-Aug-2020

Recommendations

Comments

Information & Contributors

Information

Published In

cover image Neural Computation
Neural Computation  Volume 15, Issue 9
September 2003
236 pages

Publisher

MIT Press

Cambridge, MA, United States

Publication History

Published: 01 September 2003

Qualifiers

  • Article

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)0
  • Downloads (Last 6 weeks)0
Reflects downloads up to 25 Feb 2025

Other Metrics

Citations

Cited By

View all
  • (2020)Machine Learning in Mental HealthACM Transactions on Computer-Human Interaction10.1145/339806927:5(1-53)Online publication date: 17-Aug-2020

View Options

View options

Figures

Tables

Media

Share

Share

Share this Publication link

Share on social media