Information Theory and Systems Neuroscience

作者: Don H. Johnson , Ilan N. Goodman , Christopher J. Rozell

DOI: 10.1007/978-1-4419-5675-0_13

关键词:

摘要: Information theory reveals the performance limits of communication and signal processing systems, brain being an interesting example. However, applying this powerful to neural signals has many pitfalls. The problem areas are discussed we describe how resolve issues. In addition, modern information theoretic results pertinent neuroscience.

参考文章(29)
Pierre Brémaud, Point Processes and Queues Springer New York. ,(1981) , 10.1007/978-1-4684-9477-8
Alexander Borst, Frédéric E. Theunissen, Information theory and neural coding. Nature Neuroscience. ,vol. 2, pp. 947- 957 ,(1999) , 10.1038/14731
J. A. McFadden, The Entropy of a Point Process Journal of the Society for Industrial and Applied Mathematics. ,vol. 13, pp. 988- 994 ,(1965) , 10.1137/0113066
W Bialek, F Rieke, R. de Ruyter van Steveninck, D Warland, READING A NEURAL CODE Science. ,vol. 252, pp. 1854- 1857 ,(1991) , 10.1126/SCIENCE.2063199
CE Shennon, Warren Weaver, A mathematical theory of communication Bell System Technical Journal. ,vol. 27, pp. 379- 423 ,(1948) , 10.1002/J.1538-7305.1948.TB01338.X
Christopher J. Rozell, Don H. Johnson, Raymon M. Glantz, Measuring information transfer in the spike generator of crayfish sustaining fibers Biological Cybernetics. ,vol. 90, pp. 89- 97 ,(2004) , 10.1007/S00422-003-0458-Y
Richard B. Stein, The Information Capacity of Nerve Cells Using a Frequency Code Biophysical Journal. ,vol. 7, pp. 797- 826 ,(1967) , 10.1016/S0006-3495(67)86623-2
Don H. Johnson, Point process models of single-neuron discharges Journal of Computational Neuroscience. ,vol. 3, pp. 275- 299 ,(1996) , 10.1007/BF00161089
Yu. M. Kabanov, The Capacity of a Channel of the Poisson Type Theory of Probability & Its Applications. ,vol. 23, pp. 143- 147 ,(1978) , 10.1137/1123013
Daniel S Reich, Ferenc Mechler, Jonathan D Victor, Independent and Redundant Information in Nearby Cortical Neurons Science. ,vol. 294, pp. 2566- 2568 ,(2001) , 10.1126/SCIENCE.1065839