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First, one could consider more complicated network architectures that generate limit cycle oscillations at the population level.
Here we proposed a global description of network dynamics with a simple state vector, which could be extended to describe more complicated network states.
That is, the true model may describe a more complicated network, including unobserved factors.
In the case of Bayesian network (a generative model), the performance degraded when we tried MaxNrOfParent > 1, which relaxed the number of parents and learned more complicated network structures (data not shown).
This evidence of a more complicated network for vocal control at the level below the PAG in the monkey, as well as in the bat, underlines the broader significance of this concept on a mammalian level.
We use QI as an example of a more complicated network of the kind that could occur in biology and whose function might not be obvious (it is in fact a simplified version of [ 25]).
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Moreover, the performance of the synthetic modules and 'blocks' needed to assemble more complicated networks requires more complete characterization as a function of arbitrarily complex environmental inputs.
The images, published in tomorrow's issue of Neuron, reveal that cocaine affects much more complicated networks of brain areas than had previously been thought.
Whereas a few air pockets quickly shut down water flow in simple ferns, plants with more complicated networks of criss-crossing conduits, such as oak and eucalyptus, decline more slowly.
With this simplification, we could use basis function networks to model task learning rather than other more complicated networks.
This may not always be the case for more complicated networks, since if the number of walkers in each simulation is too low, every node may not be visited by a walker from the ensemble (ergodicity issues).
More suggestions(15)
more sophisticated network
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com