Different neural activities require different decoders

@article{Funamizu2009DifferentNA,
  title={Different neural activities require different decoders},
  author={Akihiro Funamizu and Ryohei Kanzaki and Hiroki Takahashi},
  journal={2009 4th International IEEE/EMBS Conference on Neural Engineering},
  year={2009},
  pages={287-290}
}
In this study, we attempted to identify the most influential features of input data for neural decoding across different decoders. For the example of decoders, we used support vector machine (SVM), k-nearest neighbor method (KNN) and canonical discriminate analysis (CDA) and decoded the tone-induced neural activities in a rat auditory cortex into the test tone frequencies. We proposed an algorithm of sequential dimensionality reduction (SDR) to identify the neural activity pattern which… CONTINUE READING