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The goal is not only to improve accuracy for difficult examples, but also to learn about the computational consequences for high performance computing.
This preservation has significant computational consequences when information encoded in several populations must be integrated to perform behavioral tasks, such as visual discrimination.
In Section 4, we supply some numerical experimentations to validate that the numerical computational consequences are concordant with the theoretical ones.
We predict that the computational consequences of History-Dependent Excitability could be especially relevant in the down state, where the effective membrane time constant is slow and the membrane potential is far from threshold.
In this paper, we studied several simple models to most clearly illustrate the computational consequences of fundamental nonlinear circuit operations.
In effect, we work with negative liability, but this affects only the graphical depiction of the model, and has no computational consequences.
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However, for all but the shortest sequences this is of no computational consequence.
The computational consequence of the response modulation due dendritic excitability and recurrent activity depicted above could be utilized for amplifying and/or shaping the response selectivity of the cortical cells to the thalamic input (Douglas et al. 1995; Liu et al. 2007; Li, Li et al. 2013; Li, Ibrahim et al. 2013; Lien and Scanziani 2013).
As a consequence, computational efficiency in solving its typically stiff oscillatory equations of motion is hampered by stringent stability requirements on the time step size.
The algorithm can decrease the computational time in consequence of eliminating the number of infeasible solutions.
The Heston model is probably the most popular stochastic volatility model, not so much due to its accuracy, but rather its relatively inexpensive computational requirements–a consequence of its closed-form Fourier solution.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com