Category-based induction from similarity of neural activation

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چکیده

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Category-based induction from similarity of neural activation.

The idea that similarity might be an engine of inductive inference dates back at least as far as David Hume. However, Hume's thesis is difficult to test without begging the question, since judgments of similarity may be infected by inferential processes. We present a one-parameter model of category-based induction that generates predictions about arbitrary statements of conditional probability ...

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The ability to perform inductive generalizations has been demonstrated to develop very early in life. We argue that while adults use their conceptual knowledge when performing induction, young children perform induction by computing the similarity among presented entities. We further argue that this differential processing underlying children’s and adults’ induction results in different memory ...

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The ability to perform induction appears early; however, underlying mechanisms remain unclear. Some argue that early induction is category based, whereas others suggest that early induction is similarity based. Category- and similarity-based induction should result in different memory traces and thus in different memory accuracy. Performing induction resulted in low memory accuracy in adults an...

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ژورنال

عنوان ژورنال: Cognitive, Affective, & Behavioral Neuroscience

سال: 2013

ISSN: 1530-7026,1531-135X

DOI: 10.3758/s13415-013-0221-3