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Weber's law implies neural discharge more regular than a Poisson process
Jing Kang1, Jianhua Wu, Anteo Smerieri
1Department of Computer Science, University of Warwick, Coventry CV4 7AL, UK.
The European Journal of Neuroscience
|April 10, 2010
Summary
This study links Weber's law to neuronal firing properties. We found that regular neural firing patterns, not random ones, are essential for Weber's law to hold across neuron populations.
Area of Science:
- Psychophysics
- Computational Neuroscience
- Neuroscience
Background:
- Weber's law is a fundamental psychophysical principle.
- The relationship between psychophysical laws and neuronal activity remains unclear.
Purpose of the Study:
- To quantitatively link Weber's law to neural spike train statistics.
- To investigate the conditions under which Weber's law is satisfied by neuronal populations.
Main Methods:
- Analysis of spike train statistics in relation to Weber's law.
- Modeling using a biased competition attractor network.
Main Results:
- A single neuron's efferent spike train is less variable than a Poisson process when Weber's law holds.
- Weber's law is satisfied for small neuronal populations (< 10 neurons).
- Weber's law holds for any population size if neurons share weak correlations and exhibit regular firing (less variable than Poisson).
Conclusions:
- Neuronal firing regularity, not just population size, is critical for Weber's law.
- The coefficient of variation of interspike intervals in the winning neural pool must be less than one for Weber's law validity.
- Establishes a quantitative link between psychophysical behavior (Weber's law) and neural firing properties.
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