Journal: International Journal of Neural Systems

Abbreviation

Int. j. neural syst.

Publisher

World Scientific

Journal Volumes

ISSN

0129-0657
1793-6462

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2005 - 200922010 - 20172
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Publications 1 - 4 of 4
  • SPAN: Spike Pattern Association Neuron for Learning Spatio-Temporal Sequences
    Item type: Journal Article
    Mohemmed, Ammar; Schliebs, Stefan; Matsuda, Satoshi; et al. (2012)
    International Journal of Neural Systems
    Spiking Neural Networks (SNN) were shown to be suitable tools for the processing of spatio-temporal information. However, due to their inherent complexity, the formulation of efficient supervised learning algorithms for SNN is difficult and remains an important problem in the research area. This article presents SPAN — a spiking neuron that is able to learn associations of arbitrary spike trains in a supervised fashion allowing the processing of spatio-temporal information encoded in the precise timing of spikes. The idea of the proposed algorithm is to transform spike trains during the learning phase into analog signals so that common mathematical operations can be performed on them. Using this conversion, it is possible to apply the well-known Widrow–Hoff rule directly to the transformed spike trains in order to adjust the synaptic weights and to achieve a desired input/output spike behavior of the neuron. In the presented experimental analysis, the proposed learning algorithm is evaluated regarding its learning capabilities, its memory capacity, its robustness to noisy stimuli and its classification performance. Differences and similarities of SPAN regarding two related algorithms, ReSuMe and Chronotron, are discussed.
  • Feedforward neural network models for handling class overlap and class imbalance
    Item type: Journal Article
    Kretzschmar, Ralf; Karayiannis, Nicolaos B.; Eggimann, Fritz (2005)
    International Journal of Neural Systems
  • Long Synfire Chains Emerge by Spike-Timing Dependent Plasticity Modulated by Population Activity
    Item type: Journal Article
    Weissenberger, Felix; Meier, Florian; Lengler, Johannes; et al. (2017)
    International Journal of Neural Systems
  • A model of grid cells based on a twisted torus topology
    Item type: Journal Article
    Guanella, Alexis; Kiper, Daniel; Verschure, Paul (2007)
    International Journal of Neural Systems
Publications 1 - 4 of 4