Individual differences in category learning: Memorization versus rule abstraction.

Although individual differences in category-learning tasks have been explored, the observed differences have tended to represent different instantiations of general processes (e.g., learners rely upon different cues to develop a rule) and their consequent representations. Additionally, studies have...

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Publicado en:Memory & Cognition Vol. 43; no. 2; pp. 283 - 298
Autores principales: Little, Jeri, McDaniel, Mark
Formato: Artículo
Publicado: Springer Nature Feb2015
Materias:
Acceso en línea:Ver este registro en EBSCOhost
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        10.3758/s13421-014-0475-1
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        au:
          Little, Jeri
          McDaniel, Mark
      su:
        Missouri
        Intelligence tests
        Memory
        Task performance
        Learning strategies
        Questionnaires
        Research funding
        Scale analysis (Psychology)
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          Intelligence tests
          Memory
          Task performance
          Missouri
          Learning strategies
          Questionnaires
          Research funding
          Scale analysis (Psychology)
      keyword:
        Categorization
        Category learning
        Exemplar based processes
        Individual differences
        Rule learning
        Categorization
        Category learning
        Exemplar based processes
        Individual differences
        Rule learning
      ab: Although individual differences in category-learning tasks have been explored, the observed differences have tended to represent different instantiations of general processes (e.g., learners rely upon different cues to develop a rule) and their consequent representations. Additionally, studies have focused largely on participants' categorizations of transfer items to determine the representations that they formed. In the present studies, we used a convergent-measures approach to examine participants' categorizations of transfer items in addition to their self-reported learning orientations and response times on transfer items, and in doing so, we garnered evidence that qualitatively distinct approaches in explicit strategies for category learning (i.e., memorization vs. abstracting an articulable rule) and consequent representations might emerge in a single task. Participants categorized instances that followed a categorization rule (in Study 1, we used a relational rule; in Study 2, an additional task with a single-feature rule). Critically, for both tasks, some transfer items differed from trained instances on only one attribute (but otherwise were perceptually similar), rendering the item a member of the opposing category on the basis of the rule (i.e., termed ambiguous items). Some learners categorized ambiguous items on the basis of perceptual similarity, whereas others categorized them on the basis of an abstracted rule. Self-reported learning orientation (i.e., memorization vs. rule abstraction) predicted categorizations and response times on transfer items. Differences in learning orientations were not associated with performance on other cognitive measures (i.e., working memory capacity and Raven's Advanced Progressive Matrices). This work suggests that individuals may have different predispositions toward memorization versus rule abstraction in a single categorization task.
      pubtype: Academic Journal
      doctype: Article
      src: R
    language: English
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