Reference Materials
- Wulfram Gerstner, Werner M. Kistler, Richard Naud and Liam Paninski,
Neuronal Dynamics - From Single Neurons to Networks and Models of Cognition,
Cambridge University Press, 2014 (entirely on-line, including Python exercises and video lectures).
- David Sterratt, Bruce Graham, Andrew Gillies, and David Willshaw,
Principles of Computational Modelling in Neuroscience,
Cambridge University Press, 2011.
- Christof Koch,
Biophysics
of Computation-- Information Processing in Single Neurons, Oxford University Press, 1999 (with several chapters available
on-line).
- Eugene M. Izhikevich,
Dynamical
Systems in Neuroscience-- The Geometry of Excitability and Bursting, MIT Press, 2007 (with some chapters and neural data
available on-line).
- Peter Dayan and Larry Abbott, Theoretical
Neuroscience-- Computational and Mathematical Modeling of Neural Systems, MIT Press, 2001.
- Bertil Hille, Ion Channels of Excitable Membranes, 3rd ed., Sinauer Associates, 2001.
- Wulfram Gerstner and Werner Kistler, Spiking Neural Models: Single Neurons, Populations, Plasticity, Cambridge University Press, 2002.
- Paul L. Nunez and Ramesh Srinivasan, Electric Fields of the Brain-- The Neurophysics of EEG, 2nd ed., Oxford University Press, 2006.
- The Neuroscience Gateway (NSG), http://www.nsgportal.org
Recommended Reading
- A.L. Hodgkin and A.F. Huxley, "A Quantitative Description
of Membrane Current and Its Application to Conduction and Excitation in Nerve", J. Physiol., vol. 117, pp. 500-544, 1952.
- A. Destexhe, Z.F. Mainen and T.J. Sejnowski, "Synthesis of Models
for Excitable Membranes, Synaptic Transmission and Neuromodulation Using a Common Kinetic Formalism", J. Comp. Neuroscience,
vol. 1, pp. 195-230, 1994.
- L.F. Abbott and W. Gerstner, "Homeostasis and Learning
through Spike-Timing Dependent Plasticity", Methods and Models in Neurophysics, Elsevier Science, 2004.
- E. Ros, R. Carrillo, E. Ortigosa, B. Barbour, and R. Agis, "Event-Driven Simulation
Scheme for Spiking Neural Networks Using Lookup Tables to Characterize Neuronal Dynamics," Neural Computation, vol. 18,
pp. 2959-2993, 2006.