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If an input spike of electrical current occurs before an output spike and within a certain time window, on average the input connection was strengthened.
The learning algorithm employs heuristic learning strategies for learning each input spike pattern.
Blackdots are corresponding results from simulations produced by 30,000 sec ofPoisson input spike trains through saturating synapses.
Hence, on average a NMDA-zone receives 75 input spike trains and 37.5 spike trains are shared between any two NMDA-zones.
where P X X ) is the probability density of the input spike patterns and P w ( Y | X ) = ∏ ν = 1 N P w ⋅, ν ( Y ν | X ).
In order to prove noise robustness, input spike trains were corrupted by randomly inverting the state of 5% from all spike trains.
Similar(22)
Some apparently spontaneous output action potentials were associated with no input stimulus spike in the preceding 18 ms.
We demonstrate that short-term plasticity (STP), a typical synaptic behavior, is observed when stimulating the device with input spikes of 1 V.
Other work focuses on mutual information in spike trains, measuring the transfer of information between input spikes and output spike response, with the goal of addressing reliability in rate coding [12].
They found that the performance of a network with depressing synapses that discriminates between burst and random input spikes increases non-monotonically as the static device mismatch is increased.
We use a model of FD that is parameterized with experimental data from a hippocampal basket cell and pyramidal cell connection, for fixed frequency input spikes at frequencies in the range of theta (3 8 Hz) and gamma (20 100 Hz) oscillations.
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