Unsupervised Learning with Self-Organizing Spiking Neural Networks

@article{Hazan2018UnsupervisedLW,
  title={Unsupervised Learning with Self-Organizing Spiking Neural Networks},
  author={Hananel Hazan and D. J. Saunders and Darpan T. Sanghavi and H. Siegelmann and R. Kozma},
  journal={2018 International Joint Conference on Neural Networks (IJCNN)},
  year={2018},
  pages={1-6}
}
We present a system comprising a hybridization of self-organized map (SOM) properties with spiking neural networks (SNNs) that retain many of the features of SOMs. [...] Key Method We develop and test various inhibition strategies, such as growing with inter-neuron distance and two distinct levels of inhibition. The quality of the unsupervised learning algorithm is evaluated using examples with known labels.Expand
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