34
Views
7
CrossRef citations to date
0
Altmetric
Original Article

Do cortical maps adapt to optimize information density?

Pages 41-58 | Received 15 Oct 1998, Published online: 09 Jul 2009

References

  • Amari S-I. Field theory of self-organizing neural nets. IEEE Trans. Systems, Man Cybernet. 1983; 13: 741–8
  • Atick J J. Could information-theory provide an ecological theory of sensory processing?. Network: Comput. Neural Syst. 1992; 3: 213–51
  • Atick J J, Li Z P, Redlich A N. Understanding retinal color coding from first principles. Neural Comput. 1992; 4: 559–72
  • Atick J J, Redlich A N. Towards a theory of early visual processing. Neural Comput. 1990; 2: 308–20
  • Azzopardi P, Cowey A. The overrepresentation of the fovea and adjacent retina in the striate cortex and dorsal lateral geniculate nucleus of the macaque monkey. Neurosci. 1996; 72: 627–39
  • Barlow H B. Critical limiting factors in the design of the eye and visual cortex. Proc. R. Soc. B 1981; 212: 1–34
  • Barlow H B. Unsupervised learning. Neural Comput. 1989; 1: 295–311
  • Bishop C M, Svensen M, Williams C K I. GTM: a principled alternative to the self-organizing map. Technical Report, Neural Computing Research Group. University of Aston, UK 1996, NCRG/96/015
  • Das A. Plasticity in adult sensory cortex: a review. Network: Comput. Neural Syst. 1997; 8: R33–R76
  • Deco G, Obradovic D. An Information-Theoretic Approach to Neural Computing. Springer, New York 1996
  • Durbin R, Mitchison G. A dimension reduction framework for understanding cortical maps. Nature 1990; 343: 644–7
  • Hebb D O. The Organization of Behavior. Wiley, New York 1949
  • Holthausen K, Breidbach O. Self-organized feature maps and information theory. Network: Comput. Neural Syst. 1997; 8: 215–27
  • Jenkins W M, Merzenich M M, Ochs M T, Allard T, Guíc-Robles E. Functional reorganization of primary somatosensory cortex in adult owl monkeys after behaviorally controlled tactile stimulation. J. Neurophysiol. 1990; 63: 82–104
  • Johnston A. The geometry of the topographic map in striate cortex. Vision Research 1989; 29: 1493–500
  • Kohonen T. Self-organized formation of topologically correct feature maps. Biol. Cybernet. 1982; 43: 59–69
  • Kuffler S W, Nicholls J G, Martin A R. From Neuron to Brain: a Cellular Approach to the Function of the Nervous System2nd edn. Sinauer Associates, Sunderland, MA 1984
  • Levy W B, Baxter R A. Energy efficient neural codes. Neural Comput. 1996; 8: 531–43
  • Linsker R. Self-organization in a perceptual network. IEEE Computer 1988; 21(3)105–17
  • Linsker R. How to generate ordered maps by maximising the mutual information between input and output signals. Neural Comput. 1989; 1: 402–11
  • Menzel D H. Fundamental Formulas of Physics, D H Menzel. Dover, New York 1960; vol 1
  • Petersen R S. A neural field theory approach to cortical self-organisation. PhD thesis. Department of Mathematics, King's College London. 1998
  • Petersen R S, Taylor J G. Reorganisation of somatosensory cortex after tactile training. Advances in Neural Information Processing Systems 8, , D S Touretsky, et al. MIT, Cambridge, MA 1996; 82–8
  • Plumbley M D. On information theory and unsupervised neural networks. Technical Report. Cambridge University Engineering Department, UK 1991, CUED/F-INFENG/TR.78
  • Plumbley M D. Efficient information transfer and anti-Hebbian neural networks. Neural Networks 1993; 6: 823–33
  • Recanzone G H, Jenkins W M, Hradek G T, Merzenich M M. Progressive improvement in discriminative abilities in adult owl monkeys performing a tactile frequency discrimination task. J. Neurophysiol. 1992; 67: 1015–30
  • Recanzone G H, Merzenich M M, Jenkins W M, Grajski K A, Dinse H R. Topographic reorganization of the hand representation in cortical area 3b of owl monkeys trained in a frequency-discrimination task. J. Neurophysiol. 1992; 67: 1031–56
  • Recanzone G H, Merzenich M M, Schreiner C E. Changes in the distributed temporal response properties of SI cortical neurons reflect improvements in performance on a temporally based tactile discrimination task. J. Neurophysiol. 1992; 67: 1071–91
  • Rovamo J, Virsu V, Näsänen R. Cortical magnification factor predicts the photopic contrast sensitivity of peripheral vision. Nature 1978; 271: 54–6
  • Shannon C E. A mathematical theory of communication (parts 1 and 2). Bell Syst. Tech. J. 1948; 27 379-423: 623–56
  • Shannon C E. Communication in the presence of noise. Proc. IRE 1949; 37: 10–21
  • Suga N. Cortical computational maps for auditory imaging. Neural Networks 1990; 3: 3–21
  • Swindale N V. The development of topography in the visual cortex: a review of models. Network: Comput. Neural Syst. 1996; 7: 161–247
  • Takeuchi A, Amari S. Formation of topographic maps and columnar microstructures in nerve fields. Biol. Cybern. 1979; 35: 63–72
  • Van Hulle M M. Topology-preserving map formation achieved with a purely local unsupervised competitive learning rule. Neural Networks 1997; 10: 431–46
  • Virsu V, Näsänen R, Osmoviita K. Cortical magnification and peripheral vision. J. Opt. Soc. Am. A 1987; 4: 1568–78
  • Willshaw D J, von der Malsburg C. How patterned neural connections can be set up by self-organization. Proc. R. Soc. B 1976; 194: 431–45
  • Zhang J. Dynamics and formation of self-organizing maps. Neural Comput. 1991; 3: 54–6

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.