The Role of Bottom-Up vs. Top-Down Learning on the Interleaving Effect in Category Induction

Interleaving has been shown to promote inductive category learning compared to massing. Interleaved presentation allows for the identification of features that are different between categories, thus enhancing discrimination learning of categories, whereas massed presentation promotes identificati...

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Main Author: Norehan, Zulkiply
Format: E-Article
Language:English
Published: Universiti Putra Malaysia Press 2015
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Online Access:http://ir.unimas.my/id/eprint/10564/1/NO%20136%20The%20role%20of%20bottom-up%20vs.%20top-down%20learning%20on%20the%20interleaving%20effect%20in%20category%20induction%20%28abstract%29.pdf
http://ir.unimas.my/id/eprint/10564/
http://www.pertanika.upm.edu.my/
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Institution: Universiti Malaysia Sarawak
Language: English
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spelling my.unimas.ir.105642016-10-21T07:04:58Z http://ir.unimas.my/id/eprint/10564/ The Role of Bottom-Up vs. Top-Down Learning on the Interleaving Effect in Category Induction Norehan, Zulkiply L Education (General) LB Theory and practice of education Interleaving has been shown to promote inductive category learning compared to massing. Interleaved presentation allows for the identification of features that are different between categories, thus enhancing discrimination learning of categories, whereas massed presentation promotes identification of features that are common among stimuli from the same category. Previous studies that found the interleaving effect employed the “bottom-up” learning approach (i.e. learning through exposure to exemplars) to inductive category learning. It is not known whether the same effects of interleaving can be observed in category induction using the top-down learning approach (i.e. learning when explicit information about the categories and the experimental procedures involved is given in advance). Thus, it would be interesting to compare “bottom-up learning” and “top-down learning” of categories. Using paintings from several artists, the present study investigated the effect of “bottom-up” learning (i.e. learning through exposure to exemplars) versus “top-down” learning of categories. One hundred and twenty undergraduate students participated in the present study, which used a 2 (Presentation style: Massed vs. Interleaved) x 2 (Learning type: Bottom-up vs. Top-down) mixed-factorial design. Consistent with previous findings, the benefits of interleaving were achieved using the “bottom-up” condition, while the current study also achieved some positive outcomes using the “top-down” condition. However, no significant effect of learning type was found, which indicates that performance in both groups did not differ significantly. Participants in both learning conditions perceived massing to be more helpful to learning than interleaving although their actual performance showed the opposite. Universiti Putra Malaysia Press 2015 E-Article PeerReviewed text en http://ir.unimas.my/id/eprint/10564/1/NO%20136%20The%20role%20of%20bottom-up%20vs.%20top-down%20learning%20on%20the%20interleaving%20effect%20in%20category%20induction%20%28abstract%29.pdf Norehan, Zulkiply (2015) The Role of Bottom-Up vs. Top-Down Learning on the Interleaving Effect in Category Induction. Pertanika Journal of Social Sciences & Humanities, 23 (4). pp. 933-944. ISSN 0128-7702 http://www.pertanika.upm.edu.my/
institution Universiti Malaysia Sarawak
building Centre for Academic Information Services (CAIS)
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Sarawak
content_source UNIMAS Institutional Repository
url_provider http://ir.unimas.my/
language English
topic L Education (General)
LB Theory and practice of education
spellingShingle L Education (General)
LB Theory and practice of education
Norehan, Zulkiply
The Role of Bottom-Up vs. Top-Down Learning on the Interleaving Effect in Category Induction
description Interleaving has been shown to promote inductive category learning compared to massing. Interleaved presentation allows for the identification of features that are different between categories, thus enhancing discrimination learning of categories, whereas massed presentation promotes identification of features that are common among stimuli from the same category. Previous studies that found the interleaving effect employed the “bottom-up” learning approach (i.e. learning through exposure to exemplars) to inductive category learning. It is not known whether the same effects of interleaving can be observed in category induction using the top-down learning approach (i.e. learning when explicit information about the categories and the experimental procedures involved is given in advance). Thus, it would be interesting to compare “bottom-up learning” and “top-down learning” of categories. Using paintings from several artists, the present study investigated the effect of “bottom-up” learning (i.e. learning through exposure to exemplars) versus “top-down” learning of categories. One hundred and twenty undergraduate students participated in the present study, which used a 2 (Presentation style: Massed vs. Interleaved) x 2 (Learning type: Bottom-up vs. Top-down) mixed-factorial design. Consistent with previous findings, the benefits of interleaving were achieved using the “bottom-up” condition, while the current study also achieved some positive outcomes using the “top-down” condition. However, no significant effect of learning type was found, which indicates that performance in both groups did not differ significantly. Participants in both learning conditions perceived massing to be more helpful to learning than interleaving although their actual performance showed the opposite.
format E-Article
author Norehan, Zulkiply
author_facet Norehan, Zulkiply
author_sort Norehan, Zulkiply
title The Role of Bottom-Up vs. Top-Down Learning on the Interleaving Effect in Category Induction
title_short The Role of Bottom-Up vs. Top-Down Learning on the Interleaving Effect in Category Induction
title_full The Role of Bottom-Up vs. Top-Down Learning on the Interleaving Effect in Category Induction
title_fullStr The Role of Bottom-Up vs. Top-Down Learning on the Interleaving Effect in Category Induction
title_full_unstemmed The Role of Bottom-Up vs. Top-Down Learning on the Interleaving Effect in Category Induction
title_sort role of bottom-up vs. top-down learning on the interleaving effect in category induction
publisher Universiti Putra Malaysia Press
publishDate 2015
url http://ir.unimas.my/id/eprint/10564/1/NO%20136%20The%20role%20of%20bottom-up%20vs.%20top-down%20learning%20on%20the%20interleaving%20effect%20in%20category%20induction%20%28abstract%29.pdf
http://ir.unimas.my/id/eprint/10564/
http://www.pertanika.upm.edu.my/
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