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Creating Objects and Object Categories for Studying Perception and Perceptual Learning
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Published on: November 2, 2012

Implicit and explicit processes in category-based induction: is induction best when we don't think?

Stephanie Y Chen1, Brian H Ross2, Gregory L Murphy1

  • 1Department of Psychology, New York University.

Journal of Experimental Psychology. General
|March 20, 2013
PubMed
Summary
This summary is machine-generated.

People’s predictions in category-based induction (CBI) depend on whether they are implicit or explicit. Implicit predictions align with Bayesian models, while explicit predictions often do not, revealing distinct cognitive processes.

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Area of Science:

  • Cognitive Psychology
  • Decision Making
  • Category-Based Induction

Background:

  • Category-based induction (CBI) involves using category information to predict exemplar properties.
  • Normative models suggest integrating information across all categories for uncertain classifications.
  • Previous research indicates people often rely on single categories, deviating from normative principles.

Purpose of the Study:

  • Investigate the distinction between implicit and explicit cognitive processes in CBI.
  • Examine how response mode influences category use in predictions.
  • Determine if implicit learning of categories affects explicit predictions.

Main Methods:

  • Experiments involved predicting object motion via implicit (catching task) and explicit (verbal answer) responses.
  • A within-subjects design was used to replicate findings.
  • Implicit category learning was employed in one experiment where categories were not explicitly mentioned.

Main Results:

  • Implicit predictions in CBI aligned with normative Bayesian models.
  • Explicit predictions demonstrated nonnormative category use, deviating from Bayesian predictions.
  • Implicit category learning did not lead to normative explicit predictions, maintaining the nonnormative pattern.

Conclusions:

  • A distinction exists between implicit and explicit cognitive processes in category-based induction.
  • The same category knowledge can yield normative or nonnormative responses based on the response mode.
  • Implicit processes facilitate normative predictions, whereas explicit processes may lead to biases in category use.