• DocumentCode
    2776875
  • Title

    Markov Coding Strategy of the Simple Spiking Model of Auditory Neuron

  • Author

    Ivanov, A.V. ; Petrovsky, A.A.

  • Author_Institution
    Moscow Inst. of Phys. & Technol., Moscow
  • fYear
    0
  • fDate
    0-0 0
  • Firstpage
    4235
  • Lastpage
    4242
  • Abstract
    The present paper is devoted to the exploration of the properties of the simple spiking neuron model and quantification of the information transfer rate, which the separate neuron can achieve in accordance with this model. As it results from the described reasoning, the model response in a form of the spike sequence is in fact a stationary first-order Markov chain of certain non-overlapping sub-sequences, which, being taken separately, encode the incoming signal on the corresponding time intervals. This observation comes as a direct consequence of the finite precision of the spike registration process at higher levels of neural signal processing. When being applied to the modeling of auditory apparatus the reported result has important implications to the algorithmic interpretation of hearing physiology. Namely it gives a reason to define elementary analysis intervals of incoming stimulation. Additionally it offers a method of quantification of the information transfer rate of the auditory neuron in accordance with the depicted here Markov coding strategy.
  • Keywords
    Markov processes; hearing; neural nets; neurophysiology; Markov coding strategy; auditory neuron; hearing physiology; information transfer rate; neural signal processing; simple spiking model; spike registration process; spike sequence; spiking neuron model; stationary first-order Markov chain; Acoustic pulses; Acoustic signal processing; Auditory system; Frequency; Neurons; Neurotransmitters; Physiology; Region 8; Relays; Signal processing algorithms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 2006. IJCNN '06. International Joint Conference on
  • Conference_Location
    Vancouver, BC
  • Print_ISBN
    0-7803-9490-9
  • Type

    conf

  • DOI
    10.1109/IJCNN.2006.246995
  • Filename
    1716684