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RSS订阅原创 [Paper study] Network oscillations: emerging computational principles
Three functional roles of oscillation:Representation of informationProvides a temporal reference, preserving phase locked spikes and filtering non-phase locked spikes, so that spike timing preci
2013-12-15 23:42:34
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原创 Briefings on Concept Neural Network framework
SettingsA group of sparsely connected spiking neurons;Randomly selected time delays;STDP on weights.Observation methodsPG detection algorithms;PG interaction detection algorithms;T
2013-09-28 14:33:32
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原创 Book List
At the moment I'm reading these 2 books,(1) Gerstner W, Kistler WM. Spiking neuron models: Single neurons, populations, plasticity[M]. Cambridge university press, 2002.--- A detailed, te
2013-08-01 16:47:40
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原创 Using FANN and its Python bindings to construct neural networks
FANN stands for Fast Artificial Neural Network, which is a neural network library, originally intended only for C. However, due to the boost of the terrific script language – Python, the demand to use
2013-06-27 21:17:32
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原创 [Paper Study] Fundamentals in Spike Response Model and SpikeProp
1. Spike Response Model (SRM)In the world of spiking neural networks, Spike Response Model is a more generalized spiking neuron model which takes integrate-and-fire model, firing rate model as its
2013-06-27 21:16:53
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原创 [Code] Polychronization and resonance occur in 5-neuron-SNN
SNN are the backbone of CNN. Here is a demo about the complex properties in a SNN with very few neurons (5 neurons).The code can be found in https://github.com/HaoqiSun/SNN.Here is the record
2013-06-27 21:15:57
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原创 [Paper Study] Polychronization: Computation with Spikes
In this paper, Eugene M. Izhikevich modeled a small network consisting of 1000 spiking neurons where 80% are excitory and 20% are inhibitory, with 0.1 probability of connection. The connection weigh
2013-06-27 21:15:05
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原创 [Paper study] Delay learning and polychronization for reservoir computing
CNNs use spiking neural networks (SNNs) as its backbone. A SNN structure called reservoir and its learning algorithm “reservoir computing” (RC) is described in Paugam-Moisy et al. 2008. She adopted a
2013-06-27 21:13:54
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原创 Concept Neural Network — the very beginning
Hi everybody,This is Haoqi Sun, a man loves neural networks deep into his heart. Here I would like to propose a new kind of neural network — Concept Neural Network (CNN). I hope that with my endle
2013-06-27 21:07:58
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