Connectionist Computation

Research output: Contribution to journalArticlepeer-review

Abstract

The following three theses are inconsistent: (1) (Paradigmatic) connectionist systems perform computations. (2) Performing computations requires executing programs. (3) Connectionist systems do not execute programs. Many authors embrace (2). This leads them to a dilemma: either connectionist systems execute programs or they don't compute. Accordingly, some authors attempt to deny (1), while others attempt to deny (3). But as I will argue, there are compelling reasons to accept both (1) and (3). So, we should replace (2) with a more satisfactory account of computation. Once we do, we can see more clearly what is peculiar to connectionist computation.
Original languageAmerican English
JournalInternational Joint Conference on Neural Network
DOIs
StatePublished - Aug 2007

Keywords

  • Analog computers
  • Computer networks
  • Computer science
  • Mathematics
  • Neural networks
  • Psychology
  • Recruitment
  • Signal processing
  • Turing machines
  • neural nets
  • neural netsneural nets
  • paradigmatic connectionist system computation
  • program execution

Disciplines

  • Computer Sciences
  • Artificial Intelligence and Robotics

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