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Optimal integration of independent observations from Poisson sources
1Department of Speech, Language, and Hearing Sciences, University of Arizona, Tucson, Arizona 85721 hdai@email.arizona.edu.
Abstract:
The optimal integration of information from independent Poisson sources (such as neurons) was analyzed in the context of a two-interval, forced-choice detection task. When the mean count of the Poisson distribution is above 1, the benefit of integration is closely approximated by the predictions based on the square-root law of the Gaussian model. When the mean count falls far below 1, however, the benefit of integration clearly exceeds the predictions based on the square-root law.
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