Neural Decoding Using a Parallel Sequential Monte Carlo Method on Point Processes with Ensemble Effect

Sequential Monte Carlo estimation on point processes has been successfully applied to predict the movement from neural activity. However, there exist some issues along with this method such as the simplified tuning model and the high computational complexity, which may degenerate the decoding perfor...

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Bibliographic Details
Published in:	BioMed research international Vol. 2014; no. 2014; pp. 1 - 11
Main Authors:	Wang, Yiwen, Xu, Kai, Wang, Fang, Liao, Yuxi, Zhang, Qiaosheng, Li, Hongbao, Zheng, Xiaoxiang
Format:	Journal Article
Language:	English
Published:	Cairo, Egypt Hindawi Puplishing Corporation 01.01.2014 Hindawi Publishing Corporation John Wiley & Sons, Inc
Subjects:	Accuracy Algorithms Animals Biomechanical Phenomena Biomedical engineering Computational biology Computer simulation Construction Decoding Humans Innovations Kalman filters Kinematics Mathematical models Models, Neurological Models, Theoretical Monte Carlo Method Monte Carlo methods Neural circuitry Neurons Observations Psychomotor Performance Roots Science Signal processing Studies Trains Tuning
ISSN:	2314-6133, 2314-6141, 2314-6141
Online Access:	Get full text
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