Literature DB >> 27343480

Optimal sequencing during category learning: Testing a dual-learning systems perspective.

Sharon M Noh1, Veronica X Yan2, Robert A Bjork2, W Todd Maddox3.   

Abstract

Recent studies demonstrate that interleaving the exemplars of different categories, rather than blocking exemplars by category, can enhance inductive learning-the ability to categorize new exemplars-presumably because interleaving affords discriminative contrasts between exemplars from different categories. Consistent with this view, other studies have demonstrated that decreasing between-category similarity and increasing within-category variability can eliminate or even reverse the interleaving benefit. We tested another hypothesis, one based on the dual-learning systems framework-namely, that the optimal schedule for learning categories should depend on an interaction of the cognitive system that mediates learning and the structure of the particular category being learned. Blocking should enhance rule-based category learning, which is mediated by explicit, hypothesis-testing processes, whereas interleaving should enhance information-integration category learning, which is mediated by an implicit, procedural-based learning system. Consistent with this view, we found a crossover interaction between schedule (blocked vs. interleaved) and category structure (rule-based vs. information-integration).
Copyright © 2016 Elsevier B.V. All rights reserved.

Entities:  

Keywords:  Blocking; Category learning; Dual-systems; Interleaving; Schedules; Sequencing

Mesh:

Year:  2016        PMID: 27343480      PMCID: PMC7983105          DOI: 10.1016/j.cognition.2016.06.007

Source DB:  PubMed          Journal:  Cognition        ISSN: 0010-0277


  15 in total

1.  The effects of concurrent task interference on category learning: evidence for multiple category learning systems.

Authors:  E M Waldron; F G Ashby
Journal:  Psychon Bull Rev       Date:  2001-03

2.  Category number impacts rule-based but not information-integration category learning: further evidence for dissociable category-learning systems.

Authors:  W Todd Maddox; J Vincent Filoteo; Kelli D Hejl; A David Ing
Journal:  J Exp Psychol Learn Mem Cogn       Date:  2004-01       Impact factor: 3.051

3.  Dissociating explicit and procedural-learning based systems of perceptual category learning.

Authors:  W Todd Maddox; F Gregory Ashby
Journal:  Behav Processes       Date:  2004-06-30       Impact factor: 1.777

4.  Dual-task interference in perceptual category learning.

Authors:  Dagmar Zeithamova; W Todd Maddox
Journal:  Mem Cognit       Date:  2006-03

5.  When more is less: feedback effects in perceptual category learning.

Authors:  W Todd Maddox; Bradley C Love; Brian D Glass; J Vincent Filoteo
Journal:  Cognition       Date:  2008-05-01

6.  Why interleaving enhances inductive learning: the roles of discrimination and retrieval.

Authors:  Monica S Birnbaum; Nate Kornell; Elizabeth Ligon Bjork; Robert A Bjork
Journal:  Mem Cognit       Date:  2013-04

7.  The exemplar interleaving effect in inductive learning: moderation by the difficulty of category discriminations.

Authors:  Norehan Zulkiply; Jennifer S Burt
Journal:  Mem Cognit       Date:  2013-01

8.  Decision rules in the perception and categorization of multidimensional stimuli.

Authors:  F G Ashby; R E Gott
Journal:  J Exp Psychol Learn Mem Cogn       Date:  1988-01       Impact factor: 3.051

9.  Spacing enhances the learning of natural concepts: an investigation of mechanisms, metacognition, and aging.

Authors:  Christopher N Wahlheim; John Dunlosky; Larry L Jacoby
Journal:  Mem Cognit       Date:  2011-07

10.  Putting category learning in order: Category structure and temporal arrangement affect the benefit of interleaved over blocked study.

Authors:  Paulo F Carvalho; Robert L Goldstone
Journal:  Mem Cognit       Date:  2014-04
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  3 in total

Review 1.  Visual category learning: Navigating the intersection of rules and similarity.

Authors:  Gregory I Hughes; Ayanna K Thomas
Journal:  Psychon Bull Rev       Date:  2021-01-19

2.  Comparing continual task learning in minds and machines.

Authors:  Timo Flesch; Jan Balaguer; Ronald Dekker; Hamed Nili; Christopher Summerfield
Journal:  Proc Natl Acad Sci U S A       Date:  2018-10-15       Impact factor: 11.205

3.  Procedural-Memory, Working-Memory, and Declarative-Memory Skills Are Each Associated With Dimensional Integration in Sound-Category Learning.

Authors:  Carolyn Quam; Alisa Wang; W Todd Maddox; Kimberly Golisch; Andrew Lotto
Journal:  Front Psychol       Date:  2018-10-02
  3 in total

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