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Chapter 7: Cortical maps and competitive population coding

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Chapter 7: Cortical maps and competitive population coding. Fundamentals of Computational Neuroscience. Dec 09. Tuning curves. Self-organizing maps (SOMs). Willshaw-von der Malsburg model. Network equations. Shortcut. Kohonen model. som.m. SOM simulations. Another example.

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Chapter 7: Cortical maps and competitive population coding

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  1. Chapter 7: Cortical maps and competitive population coding Fundamentals of Computational Neuroscience Dec 09

  2. Tuning curves

  3. Self-organizing maps (SOMs) Willshaw-von der Malsburg model

  4. Network equations

  5. Shortcut Kohonen model

  6. som.m

  7. SOM simulations

  8. Another example

  9. Zhou and Merzenich, PNAS 2007

  10. Dynamic Neural Field (DNF) Theory

  11. Lateral weight kernel

  12. Self-sustained activity packet

  13. DNF example PFC (Funahashi, Bruce & Goldman-Rakic, 1989) Hippocampus (Samsonovich & McNaughton, 1997)

  14. dnf.m

  15. rnn.ode

  16. Path integration

  17. Population coding

  18. Implementation of decoding mechanisms with DNF

  19. Further readings

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