To Recognize Shapes First Learn to Generate Images

To Recognize Shapes First Learn to Generate Images. Hinton, G. E. In Computational Neuroscience: Theoretical Insights into Brain Function, 2007. Elsevier.

Draft abstract bibtex

The uniformity of the cortical architecture and the ability of functions to move to different areas of cortex following early damage strongly suggests that there is a single basic learning algorithm for extracting underlying structure from richly-structured, high-dimensional sensory data. There have been many attempts to design such an algorithm, but until recently they all suffered from serious computational weaknesses. This chapter describes several of the proposed algorithms and shows how they can be combined to produce hybrid methods that work efficiently in networks with many layers and millions of adaptive connections.

@InProceedings{	  hinton2007:shapes,
  abstract	= {The uniformity of the cortical architecture and the
		  ability of functions to move to different areas of cortex
		  following early damage strongly suggests that there is a
		  single basic learning algorithm for extracting underlying
		  structure from richly-structured, high-dimensional sensory
		  data. There have been many attempts to design such an
		  algorithm, but until recently they all suffered from
		  serious computational weaknesses. This chapter describes
		  several of the proposed algorithms and shows how they can
		  be combined to produce hybrid methods that work efficiently
		  in networks with many layers and millions of adaptive
		  connections.},
  added-at	= {2009-06-02T18:51:39.000+0200},
  author	= {Hinton, Geoffrey E.},
  biburl	= {http://www.bibsonomy.org/bibtex/26f1036c425a1074ef9663d7169893381/rcreswick}
		  ,
  booktitle	= {Computational Neuroscience: Theoretical Insights into
		  Brain Function},
  citeulike-article-id={2599858},
  interhash	= {eddfdb0dfb34f6b81a06da1e5d1d0b16},
  intrahash	= {6f1036c425a1074ef9663d7169893381},
  keywords	= {learning},
  posted-at	= {2008-03-26 22:02:42},
  priority	= {2},
  publisher	= {Elsevier},
  title		= {To Recognize Shapes First Learn to Generate Images},
  year		= {2007},
  url_draft	= {absps/montrealTR.pdf}
}

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