Matches in SemOpenAlex for { <https://semopenalex.org/work/W2811371680> ?p ?o ?g. }
Showing items 1 to 73 of
73
with 100 items per page.
- W2811371680 abstract "In spiking neural networks (SNN), information is considered to be encoded mainly in the temporal patterns of their firing activity. Temporal integration of information plays a crucial role in a variety of cognitive processes, such as sensory discrimination, decision-making, or interval timing. However, it is rarely considered in traditional computational SNN models. In this paper, we investigate the influence of temporal integration on the computational performance of liquid state machine (LSM) from two aspects: the synaptic decay constant and time delay from presynaptic neurons to the output neurons. LSM is a biologically spiking neural network model for real-time computing on time-varying inputs, where the high dimensionality of dynamical spikes is transformed into smoothly changing states through synaptic integration into the readout neuron. Our experimental results show that increasing the decay constant of synapses from SNN to the output neuron can remarkably improve the computational performance due to the enhancement of temporal integration. Moreover, transmission delays have an even larger impact on the richness of dynamical states, which in turn significantly increase the computational accuracy of SNN. These results may have important implications for the modeling of spiking neural networks with excellent computational performance." @default.
- W2811371680 created "2018-07-10" @default.
- W2811371680 creator A5022802322 @default.
- W2811371680 creator A5026369750 @default.
- W2811371680 creator A5029065444 @default.
- W2811371680 creator A5034528379 @default.
- W2811371680 date "2018-01-01" @default.
- W2811371680 modified "2023-09-27" @default.
- W2811371680 title "Effects of Temporal Integration on Computational Performance of Spiking Neural Network" @default.
- W2811371680 cites W1973613062 @default.
- W2811371680 cites W1986964674 @default.
- W2811371680 cites W2063695057 @default.
- W2811371680 cites W2073844850 @default.
- W2811371680 cites W2103179919 @default.
- W2811371680 cites W2111044115 @default.
- W2811371680 cites W2164653071 @default.
- W2811371680 cites W2174167712 @default.
- W2811371680 cites W2006370340 @default.
- W2811371680 doi "https://doi.org/10.1007/978-981-10-8854-4_16" @default.
- W2811371680 hasPublicationYear "2018" @default.
- W2811371680 type Work @default.
- W2811371680 sameAs 2811371680 @default.
- W2811371680 citedByCount "0" @default.
- W2811371680 crossrefType "book-chapter" @default.
- W2811371680 hasAuthorship W2811371680A5022802322 @default.
- W2811371680 hasAuthorship W2811371680A5026369750 @default.
- W2811371680 hasAuthorship W2811371680A5029065444 @default.
- W2811371680 hasAuthorship W2811371680A5034528379 @default.
- W2811371680 hasConcept C11731999 @default.
- W2811371680 hasConcept C119599485 @default.
- W2811371680 hasConcept C127413603 @default.
- W2811371680 hasConcept C15286952 @default.
- W2811371680 hasConcept C154945302 @default.
- W2811371680 hasConcept C41008148 @default.
- W2811371680 hasConcept C50644808 @default.
- W2811371680 hasConcept C66024118 @default.
- W2811371680 hasConcept C81370116 @default.
- W2811371680 hasConceptScore W2811371680C11731999 @default.
- W2811371680 hasConceptScore W2811371680C119599485 @default.
- W2811371680 hasConceptScore W2811371680C127413603 @default.
- W2811371680 hasConceptScore W2811371680C15286952 @default.
- W2811371680 hasConceptScore W2811371680C154945302 @default.
- W2811371680 hasConceptScore W2811371680C41008148 @default.
- W2811371680 hasConceptScore W2811371680C50644808 @default.
- W2811371680 hasConceptScore W2811371680C66024118 @default.
- W2811371680 hasConceptScore W2811371680C81370116 @default.
- W2811371680 hasLocation W28113716801 @default.
- W2811371680 hasOpenAccess W2811371680 @default.
- W2811371680 hasPrimaryLocation W28113716801 @default.
- W2811371680 hasRelatedWork W1628133310 @default.
- W2811371680 hasRelatedWork W2252933323 @default.
- W2811371680 hasRelatedWork W2316171798 @default.
- W2811371680 hasRelatedWork W2343689139 @default.
- W2811371680 hasRelatedWork W2626540870 @default.
- W2811371680 hasRelatedWork W2736237086 @default.
- W2811371680 hasRelatedWork W2777216099 @default.
- W2811371680 hasRelatedWork W2876270478 @default.
- W2811371680 hasRelatedWork W2893010936 @default.
- W2811371680 hasRelatedWork W2900079104 @default.
- W2811371680 hasRelatedWork W2908861709 @default.
- W2811371680 hasRelatedWork W2966824056 @default.
- W2811371680 hasRelatedWork W3007036880 @default.
- W2811371680 hasRelatedWork W3025338791 @default.
- W2811371680 hasRelatedWork W3100354136 @default.
- W2811371680 hasRelatedWork W3102133741 @default.
- W2811371680 hasRelatedWork W3108550376 @default.
- W2811371680 hasRelatedWork W3184484832 @default.
- W2811371680 hasRelatedWork W744212181 @default.
- W2811371680 hasRelatedWork W3027657976 @default.
- W2811371680 isParatext "false" @default.
- W2811371680 isRetracted "false" @default.
- W2811371680 magId "2811371680" @default.
- W2811371680 workType "book-chapter" @default.