Connecting Twenty-First Century Connectionism and Wittgenstein.

By pointing to deep philosophical confusions endemic to cognitive science, Wittgenstein might seem an enemy of computational approaches. We agree (with Mills 1993) that while Wittgenstein would reject the classicist's symbols and rules approach, his observations align well with connectionist or neur...

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Publicado en:Philosophia Vol. 48; no. 2; pp. 643 - 672
Autores principales: Lowney II, Charles W., Levy, Simon D., Meroney, William, Gayler, Ross W.
Formato: Artículo
Publicado: Springer Nature Apr2020
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Acceso en línea:Ver este registro en EBSCOhost
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        atl: Connecting Twenty-First Century Connectionism and Wittgenstein.
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          Lowney II, Charles W.
          Levy, Simon D.
          Meroney, William
          Gayler, Ross W.
        affil:
          Department of Philosophy, Hollins University, 7916 Williamson Road, 24020, Roanoke, VA, USA
          Department of Computer Science, Washington and Lee University, 204 W. Washington Street, 24450, Lexington, VA, USA
          24120, Meadows of Dan, VA, USA
          Melbourne, Australia
      su:
        Cognitive science
        Connectionism
        Philosophy of mind
        Philosophy of language
        Computer simulation
        Reductionism
        Emergence (Philosophy)
      sug:
        subj:
          Cognitive science
          Connectionism
          Philosophy of mind
          Philosophy of language
          Computer simulation
          Reductionism
          Emergence (Philosophy)
      keyword:
        Computer modeling
        Emergentism
        Language games
        Linguistics
        Neural networks
        Philosophy of cognitive science
        Private language argument
        Semantics
        Smolensky
        Vector symbolic architectures
        Wittgenstein
      ab: By pointing to deep philosophical confusions endemic to cognitive science, Wittgenstein might seem an enemy of computational approaches. We agree (with Mills 1993) that while Wittgenstein would reject the classicist's symbols and rules approach, his observations align well with connectionist or neural network approaches. While many connectionisms that dominated the later twentieth century could fall prey to criticisms of biological, pedagogical, and linguistic implausibility, current connectionist approaches can resolve those problems in a Wittgenstein-friendly manner. We (a) present the basics of a Vector Symbolic Architecture formalism, inspired by Smolensky (1990), and indicate how high-dimensional vectors can operate in a context-sensitive and object-independent manner in biologically plausible time scales, reflecting Wittgenstein's notions of language-games and family resemblance; we (b) show how "soft" symbols for such a formalism can be formed with plausible learning cycles using Sparse Distributed Memory, resolving disputes surrounding Wittgenstein's private language argument; and (c) show how connectionist networks can extrapolate meaningful patterns to solve problems, providing "ways to go on" without explicit rules, which indicates linguistic plausibility. Connectionism thus provides a systematicity and productivity that is more than a mere implementation of a classical approach, and provides Wittgenstein-friendly and Wittgenstein-illuminating models of mind and language for cognitive science.
      pubtype: Academic Journal
      doctype: Article
      src: R
    language: English
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