The Resource Mechanisms of implicit learning : connectionist models of sequence processing, Axel Cleeremans

Mechanisms of implicit learning : connectionist models of sequence processing, Axel Cleeremans

Label
Mechanisms of implicit learning : connectionist models of sequence processing
Title
Mechanisms of implicit learning
Title remainder
connectionist models of sequence processing
Statement of responsibility
Axel Cleeremans
Creator
Contributor
Author
Distributor
Publisher
Subject
Genre
Language
eng
Summary
What do people learn when they do not know that they are learning? Until recently all of the work in the area of implicit learning focused on empirical questions and methods. In this book, Axel Cleeremans explores unintentional learning from an information-processing perspective. He introduces a theoretical framework that unifies existing data and models on implicit learning, along with a detailed computational model of human performance in sequence-learning situations.The model, based on a simple recurrent network (SRN), is able to predict perfectly the successive elements of sequences generated from finite-state, grammars. Human subjects are shown to exhibit a similar sensitivity to the temporal structure in a series of choice reaction time experiments of increasing complexity; yet their explicit knowledge of the sequence remains limited. Simulation experiments indicate that the SRN model is able to account for these data in great detail.Cleeremans' model is also useful in understanding the effects of a wide range of variables on sequence-learning performance such as attention, the availability of explicit information, or the complexity of the material. Other architectures that process sequential material are considered. These are contrasted with the SRN model, which they sometimes outperform. Considered together, the models show how complex knowledge may emerge through the operation of elementary mechanisms - a key aspect of implicit learning performance.Axel Cleeremans is a Senior Research Assistant at the National Fund for Scientific Research, Belgium
Member of
Additional physical form
Also available in print.
Cataloging source
CaBNVSL
http://library.link/vocab/creatorName
Cleeremans, Axel
Dewey number
006.3/3
Illustrations
illustrations
Index
index present
LC call number
QA76.87
LC item number
.C54 1993eb
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
  • IEEE Xplore (Online Service)
  • MIT Press
Series statement
Neural network modeling and connectionism
http://library.link/vocab/subjectName
  • Connection machines
  • Implicit learning
  • Neural networks (Computer science)
Label
Mechanisms of implicit learning : connectionist models of sequence processing, Axel Cleeremans
Link
http://ieeexplore.ieee.org/xpl/bkabstractplus.jsp?bkn=6267377
Instantiates
Publication
Distribution
Note
"A Bradford book."
Bibliography note
Includes bibliographical references (p. [213]-220) and index
Carrier category
online resource
Carrier MARC source
rdacarrier
Content category
text
Content type MARC source
rdacontent
Contents
1. Implicit learning : explorations in basic cognition -- 2. The SRN Model : computational aspects of sequence processing -- 3. Sequence learning as a paradigm for studying implicit learning -- 4. Sequence learning : further explorations -- 5. Encoding remote context --
Dimensions
unknown
Extent
1 PDF (xii, 227 pages)
Form of item
online
Governing access note
Restricted to subscribers or individual electronic text purchasers
Isbn
9780262270472
Media category
electronic
Media MARC source
isbdmedia
Other physical details
illustrations.
Specific material designation
remote
System control number
  • (CaBNVSL)mat06267377
  • (IDAMS)0b000064818b4399
  • (IEEE)6267377
System details
Mode of access: World Wide Web
Label
Mechanisms of implicit learning : connectionist models of sequence processing, Axel Cleeremans
Link
http://ieeexplore.ieee.org/xpl/bkabstractplus.jsp?bkn=6267377
Publication
Distribution
Note
"A Bradford book."
Bibliography note
Includes bibliographical references (p. [213]-220) and index
Carrier category
online resource
Carrier MARC source
rdacarrier
Content category
text
Content type MARC source
rdacontent
Contents
1. Implicit learning : explorations in basic cognition -- 2. The SRN Model : computational aspects of sequence processing -- 3. Sequence learning as a paradigm for studying implicit learning -- 4. Sequence learning : further explorations -- 5. Encoding remote context --
Dimensions
unknown
Extent
1 PDF (xii, 227 pages)
Form of item
online
Governing access note
Restricted to subscribers or individual electronic text purchasers
Isbn
9780262270472
Media category
electronic
Media MARC source
isbdmedia
Other physical details
illustrations.
Specific material designation
remote
System control number
  • (CaBNVSL)mat06267377
  • (IDAMS)0b000064818b4399
  • (IEEE)6267377
System details
Mode of access: World Wide Web

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