Mechanisms of Implicit Learning: Connectionist Models of Sequence Processing

Author:   Axel Cleeremans (Ave Guillaume Gilbert 75)
Publisher:   MIT Press Ltd
ISBN:  

9780262032056


Pages:   243
Publication Date:   13 April 1993
Recommended Age:   From 18
Format:   Hardback
Availability:   Out of stock   Availability explained
The supplier is temporarily out of stock of this item. It will be ordered for you on backorder and shipped when it becomes available.

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Mechanisms of Implicit Learning: Connectionist Models of Sequence Processing


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Overview

What do people learn when they do not know that they are learning? Until recently, 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 situtations. 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's 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 sometime outperform. Considered together, the models show how complex knowledge may emerge through the operation of elementary mechanisms - a key aspect of implicit learning performance.

Full Product Details

Author:   Axel Cleeremans (Ave Guillaume Gilbert 75)
Publisher:   MIT Press Ltd
Imprint:   MIT Press
Dimensions:   Width: 15.50cm , Height: 2.70cm , Length: 22.90cm
Weight:   0.454kg
ISBN:  

9780262032056


ISBN 10:   0262032058
Pages:   243
Publication Date:   13 April 1993
Recommended Age:   From 18
Audience:   College/higher education ,  Professional and scholarly ,  Undergraduate ,  Postgraduate, Research & Scholarly
Format:   Hardback
Publisher's Status:   No Longer Our Product
Availability:   Out of stock   Availability explained
The supplier is temporarily out of stock of this item. It will be ordered for you on backorder and shipped when it becomes available.

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Axel Cleeremans is a Senior Research Assistant at the National Fund for Scientific Research, Belgium.

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