Learning categories composed of varying instances: The effect of classification, inference, and structural alignment

The members of a natural category are not usually identical in their appearance, although at some level they can be described as having features in common. For example, birds have wings, but the actual appearance of their wings varies from one bird to another. To examine the effect of this feature v...

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Published inMemory & cognition Vol. 28; no. 1; pp. 64 - 78
Main Authors Yamauchi, Takashi, Markman, Arthur B.
Format Journal Article
LanguageEnglish
Published Austin, TX Psychonomic Society 01.01.2000
Springer Nature B.V
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ISSN0090-502X
1532-5946
DOI10.3758/BF03211577

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Abstract The members of a natural category are not usually identical in their appearance, although at some level they can be described as having features in common. For example, birds have wings, but the actual appearance of their wings varies from one bird to another. To examine the effect of this feature variation on category acquisition, subjects in three experiments were asked to learn categories in which individual features were depicted with several different instances. The results of the experiments indicated that subjects had significant difficulty learning these categories when they were given a standard classification learning task. In contrast, subjects were able to acquire the same categories when they were given an inference learning task, in which they learned the categories by predicting a missing feature of a stimulus given the category label and information about the other features. Finally, subjects who were allowed to compare stimuli during learning were able to learn the categories. These results suggest that a common description of different instances emerges in the process of aligning stimuli.
AbstractList The members of a natural category are not usually identical in their appearance, although at some level they can be described as having features in common. For example, birds have wings, but the actual appearance of their wings varies from one bird to another.
The members of a natural category are not usually identical in their appearance, although at some level they can be described as having features in common. For example, birds have wings, but the actual appearance of their wings varies from one bird to another. To examine the effect of this feature variation on category acquisition, subjects in three experiments were asked to learn categories in which individual features were depicted with several different instances. The results of the experiments indicated that subjects had significant difficulty learning these categories when they were given a standard classification learning task. In contrast, subjects were able to acquire the same categories when they were given an inference learning task, in which they learned the categories by predicting a missing feature of a stimulus given the category label and information about the other features. Finally, subjects who were allowed to compare stimuli during learning were able to learn the categories. These results suggest that a common description of different instances emerges in the process of aligning stimuli.
The members of a natural category are not usually identical in their appearance, although at some level they can be described as having features in common. For example, birds have wings, but the actual appearance of their wings varies from one bird to another. To examine the effect of this feature variation on category acquisition, subjects in three experiments were asked to learn categories in which individual features were depicted with several different instances. The results of the experiments indicated that subjects had significant difficulty learning these categories when they were given a standard classification learning task. In contrast, subjects were able to acquire the same categories when they were given an inference learning task, in which they learned the categories by predicting a missing feature of a stimulus given the category label and information about the other features. Finally, subjects who were allowed to compare stimuli during learning were able to learn the categories. These results suggest that a common description of different instances emerges in the process of aligning stimuli.The members of a natural category are not usually identical in their appearance, although at some level they can be described as having features in common. For example, birds have wings, but the actual appearance of their wings varies from one bird to another. To examine the effect of this feature variation on category acquisition, subjects in three experiments were asked to learn categories in which individual features were depicted with several different instances. The results of the experiments indicated that subjects had significant difficulty learning these categories when they were given a standard classification learning task. In contrast, subjects were able to acquire the same categories when they were given an inference learning task, in which they learned the categories by predicting a missing feature of a stimulus given the category label and information about the other features. Finally, subjects who were allowed to compare stimuli during learning were able to learn the categories. These results suggest that a common description of different instances emerges in the process of aligning stimuli.
Author Markman, Arthur B.
Yamauchi, Takashi
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G. L. Murphy (BF03211577_CR20) 1994; 27
A. B. Markman (BF03211577_CR13) 1997; 9
B. H. Ross (BF03211577_CR26) 1997; 37
R. M. Nosofsky (BF03211577_CR22) 1994; 101
B. H. Ross (BF03211577_CR25) 1996; 22
J. K. Kruschke (BF03211577_CR8) 1992; 99
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Snippet The members of a natural category are not usually identical in their appearance, although at some level they can be described as having features in common. For...
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SubjectTerms Attention
Biological and medical sciences
Classification
Cognition & reasoning
Cognition. Intelligence
Concept Formation
Discrimination Learning
Fundamental and applied biological sciences. Psychology
Humans
Learning
Mental Recall
Pattern Recognition, Visual
Problem Solving
Psychology
Psychology. Psychoanalysis. Psychiatry
Psychology. Psychophysiology
Reasoning. Problem solving
Title Learning categories composed of varying instances: The effect of classification, inference, and structural alignment
URI https://www.ncbi.nlm.nih.gov/pubmed/10714140
https://www.proquest.com/docview/1877083582
https://www.proquest.com/docview/217453439
https://www.proquest.com/docview/70958370
Volume 28
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