Measuring spike pattern reliability with the Lempel-Ziv-distance.

作者: Markus Christen , Adam Kohn , Thomas Ott , Ruedi Stoop

DOI: 10.1016/J.JNEUMETH.2006.02.023

关键词:

摘要: Spike train distance measures serve two purposes: to measure neuronal firing reliability, and provide a metric with which spike trains can be classified. We introduce novel based on the Lempel-Ziv complexity that does not require choice of arbitrary analysis parameters, is easy implement, computationally cheap. determine reliability in vivo by calculating deviation mean obtained from multiple presentations an identical stimulus Poisson reference. Using both Lempel-Ziv-distance (LZ-distance) focussing coincident firing, pattern timing determined for data along visual information processing pathway macaque monkey (LGN, simple complex cells V1, area MT). In combination sequential superparamagnetic clustering algorithm, we show LZ-distance groups together similar but necessarily synchronized patterns. For applications, how gives additional insights, as it adds new perspective problem determination allows neuron classifications cases, where other fail.

参考文章(35)
Ruedi Stoop, Daniel Blank, Albert Kern, Jan-Jan vd Vyver, Markus Christen, Stefano Lecchini, Clemens Wagner, None, Collective bursting in layer IV. Synchronization by small thalamic inputs and recurrent connections. Cognitive Brain Research. ,vol. 13, pp. 293- 304 ,(2002) , 10.1016/S0926-6410(01)00123-9
R. Stoop, K. Schindler, L.A. Bunimovich, Noise-driven neocortical interaction: a simple generation mechanism for complex neuron spiking. Acta Biotheoretica. ,vol. 48, pp. 149- 171 ,(2000) , 10.1023/A:1002769218797
GL Gerstein, DH Perkel, JE Dayhoff, Cooperative firing activity in simultaneously recorded populations of neurons: detection and measurement The Journal of Neuroscience. ,vol. 5, pp. 881- 889 ,(1985) , 10.1523/JNEUROSCI.05-04-00881.1985
Donald H. Perkel, George L. Gerstein, George P. Moore, Neuronal Spike Trains and Stochastic Point Processes Biophysical Journal. ,vol. 7, pp. 419- 440 ,(1967) , 10.1016/S0006-3495(67)86597-4
R. Stoop, M. Christen, J. Buchli, Phase and frequency locking in detailed neuron models 2004 Int. Symposium on Nonlinear Theory and its Applications (NOLTA 2004). pp. 43- 46 ,(2004)
Allen Gersho, Robert M. Gray, Vector Quantization and Signal Compression ,(1991)
Bernt C. Skottun, Russell L. De Valois, David H. Grosof, J. Anthony Movshon, Duane G. Albrecht, A.B. Bonds, Classifying simple and complex cells on the basis of response modulation. Vision Research. ,vol. 31, pp. 1078- 1086 ,(1991) , 10.1016/0042-6989(91)90033-2
Adam Kohn, Matthew A Smith, Stimulus Dependence of Neuronal Correlation in Primary Visual Cortex of the Macaque The Journal of Neuroscience. ,vol. 25, pp. 3661- 3673 ,(2005) , 10.1523/JNEUROSCI.5106-04.2005
W. J. Melssen, W. J. M. Epping, Detection and estimation of neural connectivity based on crosscorrelation analysis Biological Cybernetics. ,vol. 57, pp. 403- 414 ,(1987) , 10.1007/BF00354985