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Encyclopedia > Geoffrey Hinton

Geoffrey Hinton is a British computer scientist most noted for his work on the mathematics and applications of neural networks, and their relationship to information theory.


A simple introduction to Geoffrey Hinton's research can be found in his articles in Scientific American in September 1992 and October 1993. He investigates ways of using neural networks for learning, memory, perception and symbol processing and has over 200 publications in these areas. He was one of the researchers who introduced the back-propagation algorithm that has been widely used for practical applications. His other contributions to neural network research include Boltzmann machines, distributed representations, time-delay neural networks, mixtures of experts, Helmholtz machines and products of experts. His current main interest is in unsupervised learning procedures for neural networks with rich sensory input.


He is currently a professor in the computer science department at the University of Toronto.


External links

  • Published papers (http://www.cs.toronto.edu/~hinton/chronological.html) (chronological)
  • Homepage (http://www.cs.toronto.edu/~hinton/) (at UofT)
  • Gatsby Computational Neuroscience Unit (http://www.gatsby.ucl.ac.uk/) (founding director)

  Results from FactBites:
 
Geoffrey Hinton: Information from Answers.com (263 words)
Geoffrey Hinton is a British born computer scientist most noted for his work on the mathematics and applications of neural networks, and their relationship to information theory.
A simple introduction to Geoffrey Hinton's research can be found in his articles in Scientific American in September 1992 and October 1993.
Hinton was born on December 6, 1947 and is the great-great-grandson of logician George Boole whose work eventually became one of the foundations of modern computer science, and of surgeon and author James Hinton [1].
M.R. Bauer Foundation Colloquium Series (219 words)
Geoffrey Hinton received his BA in experimental psychology from Cambridge in 1970 and his Ph.D. in Artificial Intelligence from Edinburgh in 1978.
He is currently a fellow of the Canadian Institute for Advanced Research and professor of Computer Science and Psychology at the University of Toronto.
Hinton describes the "wake-sleep" algorithm which uses top-down connections to create target states for the internal neurons.
  More results at FactBites »


 

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