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Categorization and Naming in Children: Problems of Induction
Ellen M. Markman
- 01 Jan 1989
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TL;DR: Ellen Markman challenges the fundamental assumptions of traditional theories of language acquisition and proposes that a set of constraints or principles of induction allows children to efficiently integrate knowledge and to induce information about new examples of familiar categories.
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Abstract: In this landmark work on early conceptual and lexical development, Ellen Markman explores the fascinating problem of how young children succeed at the task of inducing concepts. Backed by extensive experimental results, she challenges the fundamental assumptions of traditional theories of language acquisition and proposes that a set of constraints or principles of induction allows children to efficiently integrate knowledge and to induce information about new examples of familiar categories.
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Citations
Word learning as Bayesian inference
Joshua B. Tenenbaum,Fei Xu +1 more
- 01 Jan 2000
TL;DR: In this paper, the authors apply a computational theory of concept learning based on Bayesian inference to the problem of learning words from examples, without assuming that words are mutually exclusive or map only onto basic-level cat- egories.
Individuation, relativity and early word learning
Dedre Gentner,Lera Boroditsky +1 more
- 01 Jan 2001
Abstract: Which words do children learn earliest, and why? These questions bear on how humans organize the world into semantic concepts, and how children acquire this parsing . A useful perspective is to think of how bits of experience are conflated into the same concept . One possibility is that children are born with the set of conceptual conflations that figures in human language . But assuming (as we will) that most semantic concepts are learned, not innate, there remain two possibilities . First, aspects of perceptual experience could form inevitable conflations that are conceptualized and lexicalized as unified concepts. In this case, we would have cognitive dominance : concepts arise from the cognitive-perceptual sphere and are simply named by language. A second possibility is linguistic dominance : the world presents perceptual bits whose clumping is not pre-ordained, and language has a say in how the bits get conflated into concepts . We propose that both cognitive and linguistic dominance apply, but to different degrees for different kinds of words (Gentner 1981, 1982). Some bits of experience naturally form themselves into inevitable (preindividuated) concepts, while other bits are able to enter into several different possible combinations.
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