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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Format: | E-Article |
Language: | English |
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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 |
Summary: | 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. |
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