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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.
■网友的回复
上半年自学计算神经科学的一点总结
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
■网友的回复
coursera上有个computational neualscience的课相当不错，学生评分记得是4.7分。
■网友的回复
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. Springer, New York, NY, 2012. 3-31.在课程以内并没有把这一堆的书全部看完，而是根据课程内容选读了章节。模型的理解存在依赖关系，建议按顺序阅读，有兴趣的也可以看看我的笔记整理，目前已开通专栏
计算神经学课程笔记Nernst-Planck Equation, GHK Equations
Ermentrout \u0026amp; Terman Chapter 1Johnston \u0026amp; Wu Chapter 2Equivalent circuit model
Koch \u0026amp; Segev Chapter 1Hodgkin-Huxley model (重要！）
文献1Johnston \u0026amp; Wu Chapter 6模型衍生：Borgers Chapter 5, 17Integrate-and-Fire model
Izhikevich Chapter 8Golomb neuron model
文献2Spike frequency adaptation
Borgers Chapter 9Synaptic currents
Borgers Chapter 20Ermentrout \u0026amp; Terman Chapter 7PING
Borgers Chapter 30, 31文献3, 4Cable Equation
Ermentrout \u0026amp; Terman Chapter 2Koch Chapter 2Neural Oscillator Theory
文献5
■网友的回复
自学应该是按自己的兴趣或自己要解决的问题去看什么方面的书吧。
【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】 致于要看哪本书适合你，我不大清楚。


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