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  1. On the acquisition of abstract knowledge: Structural alignment and explication in learning causal system categories.Micah B. Goldwater & Dedre Gentner - 2015 - Cognition 137 (C):137-153.
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  • Grammatical Constructions as Relational Categories.Micah B. Goldwater - 2017 - Topics in Cognitive Science 9 (3):776-799.
    This paper argues that grammatical constructions, specifically argument structure constructions that determine the “who did what to whom” part of sentence meaning and how this meaning is expressed syntactically, can be considered a kind of relational category. That is, grammatical constructions are represented as the abstraction of the syntactic and semantic relations of the exemplar utterances that are expressed in that construction, and it enables the generation of novel exemplars. To support this argument, I review evidence that there are parallel (...)
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  • Category structure affects the developmental trajectory of children's inductive inferences for both natural kinds and artefacts.Julia R. Badger & Laura R. Shapiro - 2015 - Thinking and Reasoning 21 (2):206-229.
    Inductive reasoning is fundamental to human cognition, yet it remains unclear how we develop this ability and what might influence our inductive choices. We created novel categories in which crucial factors such as domain and category structure were manipulated orthogonally. We trained 403 4–9-year-old children to categorise well-matched natural kind and artefact stimuli with either featural or relational category structure, followed by induction tasks. This wide age range allowed for the first full exploration of the developmental trajectory of inductive reasoning (...)
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  • Making Probabilistic Relational Categories Learnable.Wookyoung Jung & John E. Hummel - 2015 - Cognitive Science 39 (6):1259-1291.
    Theories of relational concept acquisition based on structured intersection discovery predict that relational concepts with a probabilistic structure ought to be extremely difficult to learn. We report four experiments testing this prediction by investigating conditions hypothesized to facilitate the learning of such categories. Experiment 1 showed that changing the task from a category-learning task to choosing the “winning” object in each stimulus greatly facilitated participants' ability to learn probabilistic relational categories. Experiments 2 and 3 further investigated the mechanisms underlying this (...)
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  • The effects of relational structure on analogical learning.Daniel Corral & Matt Jones - 2014 - Cognition 132 (3):280-300.
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