Loading...

Hammerstein-Wiener model: A new approach to the estimation of formal neural information

Abbasi Asl, R ; Sharif University of Technology

1041 Viewed
  1. Type of Document: Article
  2. Abstract:
  3. A new approach is introduced to estimate the formal information of neurons. Formal Information, mainly discusses about the aspects of the response that is related to the stimulus. Estimation is based on introducing a mathematical nonlinear model with Hammerstein-Wiener system estimator. This method of system identification consists of three blocks to completely describe the nonlinearity of input and output and linear behaviour of the model. The introduced model is trained by 166 spikes of neurons and other 166 spikes are used to test and validate the model. The simulation results show the R-Value of 92.6 % between estimated and reference information rate. This shows improvement of 1.41 % in comparison with MLP neural network
  4. Keywords:
  5. Formal information estimation ; Hammerstein-Wiener model ; Neurons ; Article ; Artificial neural network ; Brain function ; Calculation ; Computer simulation ; Formal neuron information ; Hammerstein Wiener model ; Information processing ; Mathematical model ; Nerve cell ; Neural spike ; Nonlinear system ; Signal processing
  6. Source: Basic and Clinical Neuroscience ; Volume 3, Issue 4 , 2012 , Pages 45-51 ; 2008126X (ISSN)
  7. URL: http://bcn.iums.ac.ir/browse.php?a_id=254&sid=1&slc_lang=en

 Digital Object List

 Bookmark

No TOC