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Gatsby Computational Neuroscience Unit
Alexandra House, 17 Queen Square, LONDON, WC1N 3AR, UK
Tel: +44 (0) 20 7679 1176, Fax +44 (0) 20 7679 1173, admin@gatsby.ucl.ac.uk, www.gatsby.ucl.ac.uk

 

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Theoretical Neuroscience Course
Tuesdays & Fridays
4 October - 13 December 2002  [11:00-13:00]
4th Floor Seminar Room, Alexandra House, Queen Square


Outline: Theoretical neuroscience provides a quantitative basis for describing what nervous systems do, determining how they function, and for uncovering the general principles by which they operate. This course introduces the basic mathematical and computational methods of theoretical neuroscience and presents applications in a variety of areas including vision, sensory-motor integration, development, learning, and memory.

The course will roughly follow the set text (and associated problem sets): Dayan, P & Abbott, LF (2001). Theoretical Neuroscience. Cambridge, MA: MIT Press http://people.brandeis.edu/~abbott/book/

It is likely that there will be additional reading.

Topics:

  • Neural encoding:  Firing rates, spike statistics and reverse correlation
  • Neural decoding
  • Information theory
  • Network models
  • Plasticity and learning
  • Reinforcement learning