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Correlated neuronal discharge rate and its implications for psychophysical performance
E Zohary1, M N Shadlen, W T Newsome
1Department of Neurobiology, Stanford University School of Medicine, California 94305.
Nature
|July 14, 1994
Summary
Correlated noise in neural populations limits sensory perception. Even weak correlations reduce neuronal pool signaling capacity, explaining why perception matches single neuron sensitivity.
Area of Science:
- Neuroscience
- Computational Neuroscience
- Sensory Perception
Background:
- Single neurons exhibit high fidelity in signaling sensory information, often matching human perceptual sensitivity.
- Pooling neural responses is expected to improve performance by averaging noise, yet this benefit is diminished if noise is correlated.
Purpose of the Study:
- Investigate the impact of correlated noise on the signaling capacity of neuronal populations.
- Explore the relationship between neuronal population activity and psychophysical decisions.
Main Methods:
- Simultaneously recorded responses from pairs of neurons during repeated stimulus presentations.
- Quantified noise correlations using the correlation coefficient of spike counts.
- Developed a theoretical analysis to assess the effect of correlations on pool signaling capacity.
Main Results:
- Observed relatively weak noise covariation between simultaneously recorded neurons, with an average correlation coefficient of 0.12.
- Theoretical analysis demonstrated that even weak correlations can substantially limit the signaling capacity of a neuronal pool.
- Identified a theoretical link between neuronal population responses and psychophysical decisions.
Conclusions:
- Correlated noise, even at weak levels, significantly constrains the information processing capacity of neuronal populations.
- The findings provide a potential explanation for why psychophysical sensitivity often plateaus at the level of single neurons.
- The theoretical framework may aid in identifying neural populations responsible for specific perceptual abilities.