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UCL

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

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Geoffrey E. Hinton's Publications

Stochastic Boltzmann Machines

Online versions [if available] can be found in my chronological publications

• Hinton, G. E. and Sejnowski, T. J. (1983)
  Optimal perceptual inference.
  Proceedings of the IEEE conference on Computer Vision and Pattern Recognition, Washington DC.

• Hinton, G. E. and Sejnowski, T. J. (1986)
  Learning and relearning in Boltzmann machines.
  In Rumelhart, D. E. and McClelland, J. L., editors, Parallel Distributed Processing: Explorations in the Microstructure of Cognition. Volume 1: Foundations, MIT Press, Cambridge, MA.

• Ackley, D. H., Hinton, G. E., and Sejnowski, T. J. (1985)
  A learning algorithm for Boltzmann machines.
  Cognitive Science, 9, 147--169.

• Kienker, P. K., Sejnowski, T. J., Hinton, G. E., and Schumacher, L. E. (1986)
  Separating figure from ground with a parallel network.
  Perception, 15, 197--216.

• Sejnowski, T. J., Kienker, P. K., and Hinton, G. E. (1986)
  Learning symmetry groups with hidden units: Beyond the perceptron.
  Physica D, 22, 260--275.

• Hinton, G.E., and  Brown, A (2000)
  Spiking Boltzmann machines
  [abstract] [ps.gz] [pdf]
  In Advances in Neural Information Processing Systems 12, MIT Press, Cambridge, MA

Deterministic Boltzmann Machines

• Hinton, G. E. (1989)
  Deterministic Boltzmann learning performs steepest descent in weight-space.
  Neural Computation, 1, 143-150.

• Williams, C. K. I. and Hinton, G. E. (1990)
  Mean field networks that learn to discriminate temporally distorted strings.
  In Touretzky, D. S., Elman, J. L., Sejnowski, T. J. and Hinton, G. E. (Eds.) Connectionist Models: Proceedings of the 1990 Connectionist Summer School. Morgan Kauffman: San Mateo, CA.

• Galland, C. G. and Hinton, G. E. (1990)
  Deterministic Boltzmann Learning in Networks with Asymmetric Connectivity.
  In Touretzky, D. S., Elman, J. L., Sejnowski, T. J. and Hinton, G. E. (Eds.) Connectionist Models: Proceedings of the 1990 Connectionist Summer School. Morgan Kauffman: San Mateo, CA.

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