Literature DB >> 19966254

A rule-based presentation order facilitates category learning.

Fabien Mathy1, Jacob Feldman.   

Abstract

We investigated the mechanisms by which concepts are learned from examples by manipulating the presentation order in which the examples were presented to subjects. We introduce the idea of a rule-based presentation order, which is a sequence that respects the internal organization of the examples within a category. We find that such an order substantially facilitates learning, as compared with previously known beneficial orders, such as a similarity-based order. We discuss this result in light of the central distinction between rule-based and similarity-based learning models.

Mesh:

Year:  2009        PMID: 19966254     DOI: 10.3758/PBR.16.6.1050

Source DB:  PubMed          Journal:  Psychon Bull Rev        ISSN: 1069-9384


  18 in total

1.  Minimization of Boolean complexity in human concept learning.

Authors:  J Feldman
Journal:  Nature       Date:  2000-10-05       Impact factor: 49.962

2.  Sequence effects in categorization of simple perceptual stimuli.

Authors:  Neil Stewart; Gordon D A Brown; Nick Chater
Journal:  J Exp Psychol Learn Mem Cogn       Date:  2002-01       Impact factor: 3.051

3.  A rational analysis of rule-based concept learning.

Authors:  Noah D Goodman; Joshua B Tenenbaum; Jacob Feldman; Thomas L Griffiths
Journal:  Cogn Sci       Date:  2008-01-02

4.  ALCOVE: an exemplar-based connectionist model of category learning.

Authors:  J K Kruschke
Journal:  Psychol Rev       Date:  1992-01       Impact factor: 8.934

5.  Similarity- versus rule-based categorization.

Authors:  E E Smith; S A Sloman
Journal:  Mem Cognit       Date:  1994-07

6.  The effects of information order and learning mode on schema abstraction.

Authors:  R Elio; J R Anderson
Journal:  Mem Cognit       Date:  1984-01

7.  Rule-plus-exception model of classification learning.

Authors:  R M Nosofsky; T J Palmeri; S C McKinley
Journal:  Psychol Rev       Date:  1994-01       Impact factor: 8.934

8.  Schematic influences on category learning and recognition memory.

Authors:  Yasuaki Sakamoto; Bradley C Love
Journal:  J Exp Psychol Gen       Date:  2004-12

9.  Rules and exemplars in category learning.

Authors:  M A Erickson; J K Kruschke
Journal:  J Exp Psychol Gen       Date:  1998-06

10.  A temporal ratio model of memory.

Authors:  Gordon D A Brown; Ian Neath; Nick Chater
Journal:  Psychol Rev       Date:  2007-07       Impact factor: 8.934

View more
  9 in total

1.  Use of evidence in a categorization task: analytic and holistic processing modes.

Authors:  Alberto Greco; Stefania Moretti
Journal:  Cogn Process       Date:  2017-08-14

Review 2.  Model-guided search for optimal natural-science-category training exemplars: A work in progress.

Authors:  Robert M Nosofsky; Craig A Sanders; Xiaojin Zhu; Mark A McDaniel
Journal:  Psychon Bull Rev       Date:  2019-02

3.  Chunk formation in immediate memory and how it relates to data compression.

Authors:  Mustapha Chekaf; Nelson Cowan; Fabien Mathy
Journal:  Cognition       Date:  2016-06-29

4.  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

Review 5.  What you learn is more than what you see: what can sequencing effects tell us about inductive category learning?

Authors:  Paulo F Carvalho; Robert L Goldstone
Journal:  Front Psychol       Date:  2015-04-30

6.  How experimental trial context affects perceptual categorization.

Authors:  Thomas J Palmeri; Michael L Mack
Journal:  Front Psychol       Date:  2015-02-19

7.  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

8.  Similarity-dissimilarity competition in disjunctive classification tasks.

Authors:  Fabien Mathy; Harry H Haladjian; Eric Laurent; Robert L Goldstone
Journal:  Front Psychol       Date:  2013-02-08

9.  Learning exceptions to the rule in human and model via hippocampal encoding.

Authors:  Emily M Heffernan; Margaret L Schlichting; Michael L Mack
Journal:  Sci Rep       Date:  2021-11-02       Impact factor: 4.379

  9 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.