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Optimality minimizes the expected cost under the posterior computed by Bayesian inference

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Bayesian MAP estimation is optimal under the

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31. Bayesian model comparison goes beyond maximum-likelihood estimation in that it

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Bayesian model comparison can be done on two non-Bayesian models

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Gestalt laws can be written as Bayesian model comparison performed by the perceptual system

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a. Winner-takes-all and maximum likelihood decoders are the same

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The width of a bell-shaped tuning curve is related to the variance of the neuron’s responses

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Poisson variability is characterized by the variance of the spike count being equal to its mean

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38. A neural likelihood function assuming independent Poisson distribution is of the form . Here fi(s) represents :

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a. Fisher information is a decoder-independent measure of the quality of a population code

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