Computing with Spiking Neuron Networks - CWI
From natural computing to artificial neural networks . . . . . . . . . . . . 4. 1.1 ..... Hence a network of spiking neurons can be designed with n input neurons Ni whose ...
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Computation with Spiking Neurons - Inference Group - University of
We develop two artificial neural network models which use 'spiking' neurons to ..... synchronised spiking can be used to recognise, store or compute information ...
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What Can a Single Neuron Compute?
context: given a continuous dynamical system, what does it compute? ... are spikes from other neurons, so the neuron is a device which takes N '" 103 pulse.
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2 Computing with Spiking Neurons
arises how one can compute with spiking neurons, or with related com- putational .... power of neural nets for computing functions with boolean output [ Maass.
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Computing with Spiking Neuron Networks A Review - About IJASCA
the neuron. Directional connections determine which neurons are input to other neurons. .... In general, the spiking neuron can be viewed as a leaky integrator.
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Paradigms for Computing with Spiking Neurons - Springer
formal models of computation in networks of spiking neurons. The main ... tain functions can be computed in a feedforward network of spiking neurons with fewer ...
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Spiking Neural Networks: Principles and Challenges - ELEN
networks, the question how can models of spiking neurons carry out computa- ... such extended neural computation, spiking neuron models would have to be.
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Constructing Precisely Computing Networks with Biophysical
Jul 15, 2015 ... Here, we show how the spike-based approach can be extended to .... Schwemmer et al.•Computing with Biophysical Spiking Neurons.
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Noise as a Resource for Computation and Learning in Networks of
deterministic networks of spiking neurons can generate randomly looking spiking activity [19]–[22]. The value of noise as a resource for neural computation.
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What can a single neuron compute? Blaise AgFuera y Arcas,i
context: given a continuous dynamical system, what does it compute? ... are spikes from other neurons, so the neuron is a device which takes N 103 pulse.
[ Agueraetal2003.pdf - Read/Download File
The tempotron: a neuron that learns spike timing–based decisions
spike patterns do neurons use to compute their response? Most existing .... 4a, left curve). Thus, notably, the tempotron can read both spike timing–based and.
[ nn1643.pdf - Read/Download File
Information encoding and computation with spikes and bursts
Neurons compute and communicate by transforming synaptic input patterns .... We use a model neuron that can fire isolated as well as bursts of spikes (figure 1) .
[ KepecsandLisman2003.pdf - Read/Download File
High-Performance Computing for Systems of Spiking Neurons
tematic way to deploy spiking neurons as components from which useful information ... functions can be constructed, at all stages being informed (but not ...
[ SBFaisb06.pdf - Read/Download File
Fast Computation with Neural Oscillators 1 Introduction - MIT
neurons receive the same largest input, they all spike as a group. .... With appropriate parameters, the computation can be completed at most in two periods.
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Spiking neural model - Cognitive Science Research Group
nicate through spikes, use the timing of these spikes to encode and compute ..... Conversely, networks of spiking neurons can be used to model learning in ...
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Neural Dynamics as Sampling: A Model for Stochastic Computation
Nov 3, 2011 ... Computation in Recurrent Networks of Spiking Neurons ... the stochastic firing activity of networks of spiking neurons can be interpreted as.
[ PLoS_BuesingETAL2012.pdf - Read/Download File
Extended Liquid Computing in Networks of Spiking Neurons
mation a neuron can integrate and process can be revealed by its spiking activity. ... text of neural computation, from the modeling of single-neurons to the ...
[ Cao.pdf - Read/Download File
On the computational power of circuits of spiking neurons
Obstacles for the development of adequate theoretical models that could explain the seemingly universal power of cortical microcircuits for real-time computing ...
[ 1-s2.0-S0022000004000406-main.pdf?_tid=19c4fdca-c5f9-11e3-8bbd-00000aacb361&acdnat=1397716122_c81916fdb67f5970dfff28f3e141e4bf - Read/Download File
Noise as a Resource for Computation and Learning in Networks of
deterministic networks of spiking neurons can generate randomly looking spiking activity [19]–[22]. The value of noise as a resource for neural computation.
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Silicon Neurons that Compute - Stanford University
are realized with heterogeneous spiking silicon neurons by programming ... However, robust and programmable computation using noisy analog circuits .... With all-to-all connectivity, the FPGA can support NL = 2175 neurons per layer firing at ...
[ NEFonNeurogrid.pdf - Read/Download File
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