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As expected, Gaussian networks performed worse than constrained networks in encoding population firing rates (similarly to what was observed in the balanced networks studied by [23]).
We noted that in general, the prediction performance is strongly correlated with the number of startle-responsive cells in the datasets, a feature that relates to the robustness within the encoding population.
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In addition, birds possess an inherited magnetic compass based on the angle of inclination and not the polarity of the Earth's magnetic field (Wiltschko and Wiltschko, 1972), encoding the population-specific migratory direction and interacting with the rotation centre of the stellar sky (Weindler et al., 1996).
We study how real-world tactile information is encoded by population activity in S1, to guide perception and behavior.
For instance, by setting and for all, we encode a population split that occurred G generations ago.
Therefore, they are encoded into population codes z i (p) at the hypothesis level of our system as shown in Fig. 6.
An alternative possibility is that learning causes pronounced changes in the way in which information is encoded in population activity, but weaker changes at the single-cell level.
We demonstrate that in the vertebrate retina, responding to natural and artificial stimuli, we can estimate this similarity between any pair of population responses, using models of population encoding noise.
The integration circuit accumulates sensory evidence and produces a binary categorization due to winner-take-all competition between two decision-encoding populations (X.J. Wang, Neuron, 2002).
Instead, we construct accurate models of population encoding noise, which we then use to estimate d ri, rj) for any pair of population patterns.
We then use the distributions P(2)(r| s) that describe the population encoding noise, to estimate the dissimilarity, d ri, rj), between any pair of patterns over the population in a reliable and precise manner.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com