Title | ||
---|---|---|
SpikeTemp: An Enhanced Rank-Order-Based Learning Approach for Spiking Neural Networks With Adaptive Structure. |
Abstract | ||
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This paper presents an enhanced rank-order-based learning algorithm, called SpikeTemp, for spiking neural networks (SNNs) with a dynamically adaptive structure. The trained feed-forward SNN consists of two layers of spiking neurons: 1) an encoding layer which temporally encodes real-valued features into spatio-temporal spike patterns and 2) an output layer of dynamically grown neurons which perfor... |
Year | DOI | Venue |
---|---|---|
2017 | 10.1109/TNNLS.2015.2501322 | IEEE Transactions on Neural Networks and Learning Systems |
Keywords | Field | DocType |
Neurons,Encoding,Learning systems,Training,Sociology,Statistics,Adaptive systems | Population,ENCODE,Data set,Pattern recognition,Random neural network,Adaptive system,Computer science,Gaussian,Artificial intelligence,Spiking neural network,Machine learning,Encoding (memory) | Journal |
Volume | Issue | ISSN |
28 | 1 | 2162-237X |
Citations | PageRank | References |
14 | 0.60 | 23 |
Authors | ||
4 |
Name | Order | Citations | PageRank |
---|---|---|---|
Jinling Wang | 1 | 45 | 2.59 |
A. Belatreche | 2 | 165 | 12.40 |
liam maguire | 3 | 35 | 2.82 |
Thomas Martin McGinnity | 4 | 18 | 1.09 |