Content and Its Vehicles in Connectionist Systems

نویسندگان

  • Jon Barton
  • David Chalmers
  • Paul Churchland
  • Andy Clark
  • Martin Davies
  • Jeff Elman
  • Justin Fisher
  • Leonardo Franco
  • Peter Goldie
  • Matteo Mameli
  • David Papineau
  • Sarah Patterson
  • Kim Plunkett
  • Jesse Prinz
  • Richard Samuels
  • Paul Schweizer
  • Gabriel Segal
  • Helen Steward
  • Gert Westermann
چکیده

This paper advocates explicitness about the type of entity to be considered as contentbearing in connectionist systems; it makes a positive proposal about how vehicles of content should be individuated; and it deploys that proposal to argue in favour of representation in connectionist systems. The proposal is that the vehicles of content in some connectionist systems are clusters in the state space of a hidden layer. Attributing content to such vehicles is required to vindicate the standard explanation for some classificatory networks’ ability to generalise to novel samples their correct classification of the samples on which they were trained. Content and Its Vehicles in Connectionist Systems

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تاریخ انتشار 2006