An Associative Memory Readout in ESN for Neural Action Potential Detection

  title={An Associative Memory Readout in ESN for Neural Action Potential Detection},
  author={Nicolas J. Dedual and Mustafa C. Ozturk and Justin C. Sanchez and Jos{\'e} Carlos Pr{\'i}ncipe},
  journal={2007 International Joint Conference on Neural Networks},
This paper describes how echo state networks (ESN) can be used in conjunction with minimum average correlation energy (MACE) filters in order to create a system that can identify spikes in neural recordings. Various experiments using real-world data were used to compare the performance of the ESN-MACE against threshold and matched filter detectors to ascertain the capabilities of such a system in detecting neural action potentials. The experiments demonstrate that the ESN-MACE can correctly… CONTINUE READING


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