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» Spike Trains in Spiking Neural P Systems
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IJFCS
2006
77views more  IJFCS 2006»
13 years 4 months ago
Spike Trains in Spiking Neural P Systems
We continue here the study of the recently introduced spiking neural P systems, which mimic the way that neurons communicate with each other by means of short electrical impulses, ...
Gheorghe Paun, Mario J. Pérez-Jiméne...
IJFCS
2008
81views more  IJFCS 2008»
13 years 4 months ago
Extended Spiking Neural P Systems with Decaying Spikes and/or Total Spiking
We consider extended variants of spiking neural P systems with decaying spikes (i.e., the spikes have a limited lifetime) and/or total spiking (i.e., the whole contents of a neuro...
Rudolf Freund, Mihai Ionescu, Marion Oswald
NIPS
2007
13 years 6 months ago
Inferring Neural Firing Rates from Spike Trains Using Gaussian Processes
Neural spike trains present challenges to analytical efforts due to their noisy, spiking nature. Many studies of neuroscientific and neural prosthetic importance rely on a smooth...
John P. Cunningham, Byron M. Yu, Krishna V. Shenoy...
FUIN
2006
105views more  FUIN 2006»
13 years 4 months ago
Spiking Neural P Systems
This paper is an attempt to incorporate the idea of spiking neurons into the area of membrane computing, and to this aim we introduce a class of neural-like P systems which we cal...
Mihai Ionescu, Gheorghe Paun, Takashi Yokomori
EAAI
2006
123views more  EAAI 2006»
13 years 4 months ago
Imitation learning with spiking neural networks and real-world devices
This article is about a new approach in robotic learning systems. It provides a method to use a real-world device that operates in real-time, controlled through a simulated recurr...
Harald Burgsteiner