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作者:

Zhang, Shaobai (Zhang, Shaobai.) | Ran, Xiaogang (Ran, Xiaogang.)

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摘要:

Cerebellar motor learning, including an acquisition of ocular following response (OFR), can be reproduced using mean firing rates (MFRs) as the error signal of climbing fibers (CFs). But real neurons transmit the signal by spikes, which are discrete events. It is not obvious whether learning is possible with discrete spike trains. To address this issue we performed a computer simulation of cerebellar learning using CF spikes - instead of MFR - as the error signal for Purkinje Cells (PCs). To generate the spikes we used four spike generation models. And we found that in an OFR task with a constant visual velocity, learning was successful with stochastic models, but not in the deterministic models. © 2005 IEEE.

关键词:

Stochastic control systems Real time systems Neural networks Mathematical models Computer simulation Learning systems

作者机构:

  • [ 1 ] [Zhang, Shaobai]School of Electronic Information and Control Engineering, Beijing University of Technology, Beijing 100022, China
  • [ 2 ] [Zhang, Shaobai]School of Information Science and Engineering, Jinan University, Jinan, 250022, China
  • [ 3 ] [Ran, Xiaogang]School of Electrical Information and Control Engineering, Beijing University of Technology, Beijing 100022, China

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年份: 2005

卷: 3

页码: 1627-1632

语种: 英文

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