More is generally better: Higher working memory capacity does not impair perceptual category learning

J Exp Psychol Learn Mem Cogn. 2017 Apr;43(4):503-514. doi: 10.1037/xlm0000323. Epub 2016 Sep 22.

Abstract

It is sometimes supposed that category learning involves competing explicit and procedural systems, with only the former reliant on working memory capacity (WMC). In 2 experiments participants were trained for 3 blocks on both filtering (often said to be learned explicitly) and condensation (often said to be learned procedurally) category structures. Both experiments (total N = 160) demonstrated that participants with higher WMC tended to be more accurate in condensation tasks, but not less accurate in filtering tasks. Furthermore, state-trace analysis did not find a differential influence of WMC on performance in these tasks. Finally, inspection of the mixture of response strategies at play across the 2 conditions and 3 blocks showed only a minor influence of WMC, and then only on later training blocks. The results provide no support for the existence of a "system" of category learning that is independent of working memory and are instead consistent with most single-system interpretations of category learning. (PsycINFO Database Record

Publication types

  • Research Support, Non-U.S. Gov't
  • Research Support, U.S. Gov't, Non-P.H.S.

MeSH terms

  • Adolescent
  • Bayes Theorem
  • Female
  • Humans
  • Learning / physiology*
  • Male
  • Memory, Short-Term / physiology*
  • Pattern Recognition, Visual / physiology*
  • Semantics*
  • Young Adult