自学计算神经科学应该看啥书,还是说应该先自学神经学求指导和推荐书目
作者:许铁-巡洋舰科技链接:https://zhuanlan.zhihu.com/p/21539285来源:著作权归作者所有。商业转载请联系作者获得授权,非商业转载请注明出处。推荐阅读(Reference):
Hodgkin Huxley Model
Hodgkin, Alan L., and Andrew F. Huxley. "A quantitative description of membrane current and its application to conduction and excitation in nerve."The Journal of physiology 117.4 (1952): 500-544.
Hebbian Lerning
Hebb, Donald Olding. The organization of behavior: A neuropsychological theory. Psychology Press, 2005.
Hopefield Model
Hopfield, John J. "Neurons with graded response have collective computational properties like those of two-state neurons." Proceedings of the national academy of sciences 81.10 (1984): 3088-3092.
Balanced Network
van Vreeswijk, Carl, and Haim Sompolinsky. "Chaos in neuronal networks with balanced excitatory and inhibitory activity." Science 274.5293 (1996): 1724-1726.
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上半年自学计算神经科学的一点总结
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攒了好久终于可以来完结这个回答了。首先,仍要声明自己是计算机相关的学科背景,对生物相关的知识只是感兴趣,但绝对谈不上专业。对于这个问题的回答也完全是基于上过的一门课:Mathematical and Computational Neuroscience。所以如果回答不够全面,甚至出现错误,请务必指正!因为我也是零生物基础开始学习计算神经学,而且课程大部分内容只是把书本知识讲了一遍,所以我相信这个清单提供的参考资料是足够一个人自学计算神经学的:课本:
Mathematical Foundations of Neuroscience by G.B. Ermentrout and D.H. Terman (Springer 2010).An Introduction to Modeling Neuronal Dynamics by C. Borgers (Springer 2017).Theoretical Neuroscience: Computational and Mathematical Modeling of Neural Systems by P. Dayan and L. Abbott (MIT Press, 2005).Foundations of Cellular Neurophysiology by D. Johnston and S.M. Wu (MIT Press 1995).Biophysics of Computation by C. Koch (Oxford University Press, 1999).Methods in Neuronal Modeling, C. Koch and I. Segev, eds. (MIT Press, 1999).Dynamical systems in neuroscience, Izhikevich, Eugene M. (MIT Press, 2007).文献:
Hodgkin, Alan L., and Andrew F. Huxley. "A quantitative description of membrane current and its application to conduction and excitation in nerve."The Journal of physiology 117.4 (1952): 500-544.Golomb, David, Cuiyong Yue, and Yoel Yaari. "Contribution of persistent Na+ current and M-type K+ current to somatic bursting in CA1 pyramidal cells: combined experimental and modeling study."Journal of neurophysiology 96.4 (2006): 1912-1926.Whittington, Miles A., et al. "Inhibition-based rhythms: experimental and mathematical observations on network dynamics."International journal of psychophysiology38.3 (2000): 315-336.Kopell, N., et al. "Gamma and theta rhythms in biophysical models of hippocampal circuits."Hippocampal microcircuits. Springer, New York, NY, 2010. 423-457.Schwemmer, Michael A., and Timothy J. Lewis. "The theory of weakly coupled oscillators."Phase response curves in neuroscience
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