A spiking neural network based on temporal encoding for electricity price time series forecasting in deregulated markets

@article{Sharma2010ASN,
  title={A spiking neural network based on temporal encoding for electricity price time series forecasting in deregulated markets},
  author={Vishal Sharma and Dipti Srinivasan},
  journal={The 2010 International Joint Conference on Neural Networks (IJCNN)},
  year={2010},
  pages={1-8}
}
In this paper a general methodology is proposed for development of spiking neural networks (SNN) as a time series modeling task. A continuous firing temporal encoding scheme is employed in the developed model for efficient handling of temporal correlations in high dimensional chaotic time series. The universal nonlinear function approximation property and unique ability of temporally encoded SNN is particularly advantageous in complex dynamics scenario. Rich dynamics of spiking neural networks… CONTINUE READING