Makarov, Valeri A. and Pavlov, Alexey N. and Dumsky, Dmitry V. and Tupitsyn, Anatoly N. and Pavlova, Olga N. and Panetsos, Fivos (2006) Wavelet-analysis in application to studying spike separation and information encoding in neuron dynamics. In Complex Dynamics and Fluctuations in Biomedical Photonics III. Proceedings of the Society of Photo-Optical Instrumentation Engineers (SPIE) (6085 ). SPIE-INT SOC OPTICAL ENGINEERING, BELLINGHAM,. ISBN 0-8194-6127-X
We study how the noise statistics influences the performance of separation of extracellularly recorded spikes by principal component analysis and wavelet-based technique. We show that the two approaches have different robustness against the frequency band of the experimental noise and an appropriate filtering of the spike waveforms can significantly improve the results of separation. For the wavelet technique we suggest filter parameters optimizing spike separation. Finally we discuss a hypothesis that information encoding in neural dynamics may sometimes be considered in terms of frequency modulation.
|Item Type:||Book Section|
Conference on Complex Dynamics and Fluctuations in Biomedical Photonics III. San Jose, CA. JAN 21-24,2006.
|Uncontrolled Keywords:||Neural spikes; Spike sorting; Wavelet analysis; Interspike intervals|
|Subjects:||Medical sciences > Biology > Neurosciences|
|Deposited On:||22 Oct 2012 08:40|
|Last Modified:||28 Jun 2016 15:07|
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