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Docta Complutense
Article . 2016
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Neural Network World
Article . 2016 . Peer-reviewed
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PATH MULTIMODALITY IN A FEEDFORWARD SNN MODULE, USING LIF WITH LATENCY MODEL

Authors: SUSI, GIANLUCA; CRISTINI, ALESSANDRO; SALERNO, MARIO;

PATH MULTIMODALITY IN A FEEDFORWARD SNN MODULE, USING LIF WITH LATENCY MODEL

Abstract

In this paper, simulation results of a feedforward SNN affected by synchronous stimuli are discussed. The network transmission properties are investigated in function of both neuron and network parameters; in particular, the connection probability and the synaptic strengths are considered. By means of an event-driven method, all simulations are conducted using the LIF with Latency (LIFL) model. Typical cases are discussed, in which a network section (module) is able to process the input information, introducing a particular behavior, called path multimodality. Through this phenomenon, the output layer of the network can generate a number of temporally spaced groups of synchronous spikes. The multimodality feature can be applied for various purposes, for instance in coding or else transmission issues

Countries
Spain, Italy
Keywords

004.94, 004.032.26, Física (Física), Feedforward SNN, 2299 Otras Especialidades Físicas, 519.6, Settore ING-IND/31 - ELETTROTECNICA, Synchrony, Settore ING-INF/01 - ELETTRONICA, Inteligencia artificial (Informática), Firing rate, 22 Física, Path multimodality, LIF with latency model

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    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    5
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
5
Average
Average
Average
Green
bronze